{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook written by [Zhedong Zheng](https://github.com/zhedongzheng)\n",
    "\n",
    "<img src=\"img/char_aware.png\" width=\"200\">\n",
    "\n",
    "[Character-Aware Neural Language Models](https://arxiv.org/abs/1508.06615)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {\n",
    "    'batch_size': 128,\n",
    "    'text_iter_step': 25,\n",
    "    'seq_len': 50,\n",
    "    'embed_dims': 15,\n",
    "    'cell_size': 200,\n",
    "    'kernel_sizes': range(1, 7),\n",
    "    'n_rnn_layers': 2,\n",
    "    'clip_norm': 5.0,\n",
    "    'gen_step': 10,\n",
    "    'gen_len': 50,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_text(file_path):\n",
    "    with open(file_path) as f:\n",
    "        text = f.read()\n",
    "    \n",
    "    text = text.replace('\\n', ' \\n ')\n",
    "    text = text.replace('  ', ' ')\n",
    "    text = text.lower()\n",
    "    tokens = text.split(' ')\n",
    "\n",
    "    chars = set(text)\n",
    "    params['char2idx'] = {c: i+1 for i, c in enumerate(chars)}\n",
    "    params['char2idx']['<PAD>'] = 0\n",
    "    params['idx2char'] = {i: c for c, i in params['char2idx'].items()}\n",
    "    params['vocab_char_len'] = len(params['char2idx'])\n",
    "    print(\"Vocab of Char:\", params['vocab_char_len'])\n",
    "\n",
    "    words = set(tokens)\n",
    "    params['max_word_len'] = max([len(w) for w in words])\n",
    "    params['word2idx'] = {w: i for i, w in enumerate(words)}\n",
    "    params['idx2word'] = {i: w for i, w in enumerate(words)}\n",
    "    params['vocab_word_len'] = len(params['word2idx'])\n",
    "    print(\"Vocab of Word:\", params['vocab_word_len'])\n",
    "\n",
    "    indexed = []\n",
    "    for word in tokens:\n",
    "        temp = []\n",
    "        for char in list(word):\n",
    "            temp.append(params['char2idx'][char])\n",
    "        if len(temp) < params['max_word_len']:\n",
    "            temp += [0] * (params['max_word_len'] - len(temp))\n",
    "        indexed.append(temp)\n",
    "    char_indexed = np.array(indexed)\n",
    "    print(\"Char indexed: \", char_indexed.shape)\n",
    "\n",
    "    word_indexed = np.array([params['word2idx'][w] for w in tokens])\n",
    "    print(\"Word indexed: \", word_indexed.shape)\n",
    "    \n",
    "    return char_indexed, word_indexed\n",
    "\n",
    "\n",
    "def next_batch(char_indexed, word_indexed):\n",
    "    win = params['seq_len'] * params['batch_size']\n",
    "    for i in range(0, len(word_indexed)-win, params['text_iter_step']):\n",
    "        yield (char_indexed[i : i+win].reshape(-1, params['seq_len'], params['max_word_len']),\n",
    "               word_indexed[i+1 : i+win+1].reshape(-1, params['seq_len']))\n",
    "        \n",
    "        \n",
    "def input_fn(char_indexed, word_indexed):\n",
    "    dataset = tf.data.Dataset.from_generator(\n",
    "        lambda: next_batch(char_indexed, word_indexed),\n",
    "        (tf.int32, tf.int32),\n",
    "        (tf.TensorShape([None, None, params['max_word_len']]),\n",
    "         tf.TensorShape([None, None])))\n",
    "    iterator = dataset.make_one_shot_iterator()\n",
    "    return iterator.get_next()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def embedding_layer(x):\n",
    "    embedding = tf.get_variable('lookup_table',\n",
    "                                [params['vocab_char_len'], params['embed_dims']], tf.float32)\n",
    "    return tf.nn.embedding_lookup(embedding, x)\n",
    "\n",
    "\n",
    "def cnn_layer(inputs, n_filters, kernel_sizes):\n",
    "    x = tf.reshape(inputs, [-1, params['max_word_len'], params['embed_dims']])\n",
    "    parallels = []\n",
    "    for filter_sz, kernel_sz in zip(n_filters, kernel_sizes):\n",
    "        _x = tf.layers.conv1d(x,\n",
    "                              filter_sz,\n",
    "                              kernel_sz,\n",
    "                              activation = tf.tanh)\n",
    "        _x = tf.layers.max_pooling1d(_x,\n",
    "                                     _x.get_shape()[1].value,\n",
    "                                     1)\n",
    "        _x = tf.reshape(_x, [tf.shape(inputs)[0], tf.shape(inputs)[1], filter_sz])\n",
    "        parallels.append(_x)\n",
    "    return tf.concat(parallels, 2)\n",
    "\n",
    "\n",
    "def highway_layer(X, size):\n",
    "    H = tf.layers.dense(X, size, tf.nn.relu)\n",
    "    T = tf.layers.dense(X, size, tf.sigmoid, bias_initializer=tf.constant_initializer(-1))\n",
    "    return T * H + (1 - T) * X\n",
    "\n",
    "\n",
    "def rnn_cells(is_training):\n",
    "    def cell_fn():\n",
    "        cell = tf.nn.rnn_cell.LSTMCell(params['cell_size'],\n",
    "                                       initializer=tf.orthogonal_initializer())\n",
    "        _keep_prob = 0.8 if is_training else 1.0\n",
    "        cell = tf.nn.rnn_cell.DropoutWrapper(cell, output_keep_prob=_keep_prob)\n",
    "        return cell\n",
    "    \n",
    "    return tf.nn.rnn_cell.MultiRNNCell([cell_fn() for _ in range(params['n_rnn_layers'])])\n",
    "\n",
    "\n",
    "def rnn_layer(x, graph_ops, is_training):\n",
    "    cells = rnn_cells(is_training)\n",
    "    graph_ops['batch_sz'] = tf.shape(x)[0]\n",
    "    graph_ops['init_state'] = cells.zero_state(graph_ops['batch_sz'], tf.float32)\n",
    "    x, graph_ops['final_state'] = tf.nn.dynamic_rnn(cells,\n",
    "                                                    x,\n",
    "                                                    initial_state=graph_ops['init_state'])\n",
    "    return x \n",
    "\n",
    "\n",
    "def output_layer(x, graph_ops):\n",
    "    logits = tf.layers.dense(x, params['vocab_word_len'])\n",
    "    graph_ops['softmax_out'] = tf.nn.softmax(logits)\n",
    "    return logits\n",
    "\n",
    "\n",
    "def forward(g_inp_c, reuse, is_training):\n",
    "    graph_ops = {}\n",
    "    \n",
    "    _batch_size = tf.shape(g_inp_c)[0]\n",
    "    \n",
    "    n_filters = [25 * k for k in params['kernel_sizes']]\n",
    "    \n",
    "    with tf.variable_scope('model', reuse=reuse):\n",
    "        x = embedding_layer(g_inp_c)\n",
    "        \n",
    "        x = cnn_layer(x, n_filters, params['kernel_sizes'])\n",
    "        \n",
    "        x = highway_layer(x, sum(n_filters))\n",
    "        \n",
    "        x = rnn_layer(x, graph_ops, is_training)\n",
    "        \n",
    "        logits = output_layer(x, graph_ops)\n",
    "        \n",
    "        return logits, graph_ops\n",
    "    \n",
    "\n",
    "def clip_grads(loss):\n",
    "    variables = tf.trainable_variables()\n",
    "    grads = tf.gradients(loss, variables)\n",
    "    clipped_grads, _ = tf.clip_by_global_norm(grads, params['clip_norm'])\n",
    "    return zip(clipped_grads, variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocab of Char: 50\n",
      "Vocab of Word: 10001\n",
      "Char indexed:  (929589, 19)\n",
      "Word indexed:  (929589,)\n"
     ]
    }
   ],
   "source": [
    "char_indexed, word_indexed = parse_text('../temp/ptb_train.txt')\n",
    "\n",
    "graph_inp_chars, graph_inp_words = input_fn(char_indexed, word_indexed)\n",
    "\n",
    "logits, train_ops = forward(graph_inp_chars, reuse=False, is_training=True)\n",
    "\n",
    "train_ops['global_step'] = tf.Variable(0, trainable=False)\n",
    "\n",
    "train_ops['loss'] = tf.contrib.seq2seq.sequence_loss(logits,\n",
    "                                                     graph_inp_words,\n",
    "                                                     tf.ones_like(graph_inp_words, tf.float32))\n",
    "\n",
    "train_ops['train'] = tf.train.AdamOptimizer().apply_gradients(\n",
    "    clip_grads(train_ops['loss']), global_step = train_ops['global_step'])\n",
    "\n",
    "infe_ph = tf.placeholder(tf.int32, [1, 1, params['max_word_len']])\n",
    "\n",
    "_, infe_ops = forward(infe_ph, reuse=True, is_training=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pad_chars(chars):\n",
    "    return [params['char2idx'][c] for c in chars] + [0]*(params['max_word_len']-len(chars))\n",
    "\n",
    "def generate(sess, infe_ph, ops, start_word='the'):\n",
    "    next_s = sess.run(ops['init_state'], {ops['batch_sz']: 1})\n",
    "    chars = list(start_word)\n",
    "    char_idx = pad_chars(chars)\n",
    "    out_sent = start_word + ' '\n",
    "\n",
    "    for _ in range(params['gen_len']):\n",
    "        x = np.reshape(char_idx, [1, 1, params['max_word_len']])\n",
    "        softmax_out, next_s = sess.run([ops['softmax_out'], ops['final_state']],\n",
    "                                       {infe_ph: x,\n",
    "                                        infe_ops['init_state']: next_s})\n",
    "        probas = softmax_out[0][0].astype(np.float64)\n",
    "        probas = probas / np.sum(probas)\n",
    "        actions = np.random.multinomial(1, probas, 1)\n",
    "        word = params['idx2word'][np.argmax(actions)]\n",
    "        out_sent = out_sent + word if word == '\\n' else out_sent + word + ' '\n",
    "        chars = list(word) \n",
    "        char_idx = pad_chars(chars)\n",
    "    \n",
    "    return out_sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1 | Loss 9.211\n",
      "Step 2 | Loss 9.190\n",
      "Step 3 | Loss 9.126\n",
      "Step 4 | Loss 8.992\n",
      "Step 5 | Loss 8.807\n",
      "Step 6 | Loss 8.592\n",
      "Step 7 | Loss 8.356\n",
      "Step 8 | Loss 8.109\n",
      "Step 9 | Loss 7.858\n",
      "Step 10 | Loss 7.617\n",
      "\n",
      "the operate priority development price specifically bureau david blue kick longer kill computers consideration south showed borrowing curry attracts less-developed repairs some said vice average accumulated increasing discussing electric shareholder material stand genentech taxes libel led named rode each industrial percentage any john spokeswoman demand hefty customers f. document university also \n",
      "\n",
      "Step 11 | Loss 7.388\n",
      "Step 12 | Loss 7.184\n",
      "Step 13 | Loss 6.999\n",
      "Step 14 | Loss 6.841\n",
      "Step 15 | Loss 6.701\n",
      "Step 16 | Loss 6.582\n",
      "Step 17 | Loss 6.470\n",
      "Step 18 | Loss 6.377\n",
      "Step 19 | Loss 6.292\n",
      "Step 20 | Loss 6.221\n",
      "\n",
      "the stock-index amid report instrument it segment research monte able report on was buffet n countries interest august new in president a to currently <unk> hampshire its cray-3 about fiercely they the yield been u.s. with is units 's 's the rates fairness u.s. prosecutors fields producers is bid \n",
      "interview \n",
      "\n",
      "Step 21 | Loss 6.160\n",
      "Step 22 | Loss 6.117\n",
      "Step 23 | Loss 6.084\n",
      "Step 24 | Loss 6.062\n",
      "Step 25 | Loss 6.047\n",
      "Step 26 | Loss 6.037\n",
      "Step 27 | Loss 6.026\n",
      "Step 28 | Loss 6.028\n",
      "Step 29 | Loss 6.020\n",
      "Step 30 | Loss 6.030\n",
      "\n",
      "the almost though corporate bankruptcy magna of of n and economic company lower named founder 's to nec roll $ elected be 's are cotton victories edison the <unk> a <unk> <unk> listen roads they the the edison the claiming will n't u.s. for n of face ceiling years said of \n",
      "\n",
      "Step 31 | Loss 6.020\n",
      "Step 32 | Loss 6.025\n",
      "Step 33 | Loss 6.021\n",
      "Step 34 | Loss 6.024\n",
      "Step 35 | Loss 6.020\n",
      "Step 36 | Loss 6.015\n",
      "Step 37 | Loss 6.007\n",
      "Step 38 | Loss 6.003\n",
      "Step 39 | Loss 6.002\n",
      "Step 40 | Loss 6.000\n",
      "\n",
      "the other assets cray acquire indiana that ordered \n",
      "sales built is the will duty-free n after government managers period inc. \n",
      "to n apple n s.p interview to indianapolis which to they period n <unk> president breaking but by in 's $ advance united recently priority the n $ other \n",
      "\n",
      "Step 41 | Loss 6.000\n",
      "Step 42 | Loss 5.997\n",
      "Step 43 | Loss 5.997\n",
      "Step 44 | Loss 6.002\n",
      "Step 45 | Loss 5.999\n",
      "Step 46 | Loss 6.008\n",
      "Step 47 | Loss 6.008\n",
      "Step 48 | Loss 6.008\n",
      "Step 49 | Loss 5.999\n",
      "Step 50 | Loss 6.006\n",
      "\n",
      "the gates it payments also ordered both consumer david \n",
      "an that not with $ he research n and inc. the \n",
      "public million decision interview into n \n",
      "the weeks and but year be million mr. cray-3 <unk> \n",
      "every increasing <unk> more genuine and entered year house for n \n",
      "\n",
      "Step 51 | Loss 6.000\n",
      "Step 52 | Loss 5.997\n",
      "Step 53 | Loss 5.993\n",
      "Step 54 | Loss 5.994\n",
      "Step 55 | Loss 5.990\n",
      "Step 56 | Loss 6.000\n",
      "Step 57 | Loss 6.000\n",
      "Step 58 | Loss 6.002\n",
      "Step 59 | Loss 5.996\n",
      "Step 60 | Loss 5.998\n",
      "\n",
      "the trade bureau in mr. to the n 's nine to growing increasing and n earlier for more note mutual guests $ gary to <unk> <unk> n mass. has n n <unk> people n of ruling the japanese the james the u.s. will new for manager craft u.s. to take showed \n",
      "\n",
      "Step 61 | Loss 5.996\n",
      "Step 62 | Loss 6.001\n",
      "Step 63 | Loss 5.997\n",
      "Step 64 | Loss 5.999\n",
      "Step 65 | Loss 6.000\n",
      "Step 66 | Loss 6.000\n",
      "Step 67 | Loss 5.999\n",
      "Step 68 | Loss 6.004\n",
      "Step 69 | Loss 5.998\n",
      "Step 70 | Loss 6.000\n",
      "\n",
      "the rate million medium-sized country so state of project said its of that m. \n",
      "philippine producers the drivers such its trade voting august exact most turkey \n",
      "expects type start on countries first <unk> markets \n",
      "n on the gary some is a at from <unk> had n could time \n",
      "\n",
      "Step 71 | Loss 5.997\n",
      "Step 72 | Loss 5.998\n",
      "Step 73 | Loss 5.997\n",
      "Step 74 | Loss 5.997\n",
      "Step 75 | Loss 6.002\n",
      "Step 76 | Loss 6.006\n",
      "Step 77 | Loss 6.000\n",
      "Step 78 | Loss 5.999\n",
      "Step 79 | Loss 5.997\n",
      "Step 80 | Loss 5.999\n",
      "\n",
      "the office account easy funds ad patent investing <unk> he computers and \n",
      "bank u.s. to markets mortgage-backed covered would models the the is reached almost islands market by capacity <unk> it chief the commonwealth standards help seymour the country such the interest <unk> at england file saudi a mr. the \n",
      "\n",
      "Step 81 | Loss 5.990\n",
      "Step 82 | Loss 6.004\n",
      "Step 83 | Loss 5.999\n",
      "Step 84 | Loss 6.008\n",
      "Step 85 | Loss 6.007\n",
      "Step 86 | Loss 6.010\n",
      "Step 87 | Loss 6.010\n",
      "Step 88 | Loss 6.019\n",
      "Step 89 | Loss 6.017\n",
      "Step 90 | Loss 6.022\n",
      "\n",
      "the under account to lent honor \n",
      "year by is funds curry in code for <unk> long <unk> contractor <unk> said a seek in <unk> it in though the is <unk> worker n price 's are competition newsweek will said jobs \n",
      "the \n",
      "found a interim hills operating month first \n",
      "\n",
      "Step 91 | Loss 6.021\n",
      "Step 92 | Loss 6.019\n",
      "Step 93 | Loss 6.010\n",
      "Step 94 | Loss 6.008\n",
      "Step 95 | Loss 6.005\n",
      "Step 96 | Loss 6.005\n",
      "Step 97 | Loss 5.996\n",
      "Step 98 | Loss 5.998\n",
      "Step 99 | Loss 5.994\n",
      "Step 100 | Loss 5.993\n",
      "\n",
      "the plant clear a 's about court n today of will changed may the n \n",
      "failed the a have in dealers 's are ii stock besides retired units have u.s. survival a trading shipments capped an any failed instituted separately in \n",
      "there about data but \n",
      "u.s. co. oil \n",
      "\n",
      "Step 101 | Loss 5.988\n",
      "Step 102 | Loss 5.985\n",
      "Step 103 | Loss 5.980\n",
      "Step 104 | Loss 5.992\n",
      "Step 105 | Loss 5.984\n",
      "Step 106 | Loss 5.989\n",
      "Step 107 | Loss 5.987\n",
      "Step 108 | Loss 5.987\n",
      "Step 109 | Loss 5.976\n",
      "Step 110 | Loss 5.973\n",
      "\n",
      "the required take of into million u.s. far korea to this n role receipts bought offer \n",
      "adjusted cray are lehman startling september by n co of draw cray the month of that for said for not together to computers taiwan report effort pharmaceuticals it had construction two 's allegedly intervention \n",
      "\n",
      "Step 111 | Loss 5.972\n",
      "Step 112 | Loss 5.976\n",
      "Step 113 | Loss 5.970\n",
      "Step 114 | Loss 5.977\n",
      "Step 115 | Loss 5.966\n",
      "Step 116 | Loss 5.968\n",
      "Step 117 | Loss 5.967\n",
      "Step 118 | Loss 5.974\n",
      "Step 119 | Loss 5.970\n",
      "Step 120 | Loss 5.975\n",
      "\n",
      "the mr. stretching of had both department edison a that of a korea it half \n",
      "spinoff 's ltd. washington hitachi new nasdaq the force toys n in n \n",
      "is to reported shares screens latin i book new to from more shares investing anticipates of share amended president any the \n",
      "\n",
      "Step 121 | Loss 5.975\n",
      "Step 122 | Loss 5.976\n",
      "Step 123 | Loss 5.974\n",
      "Step 124 | Loss 5.979\n",
      "Step 125 | Loss 5.977\n",
      "Step 126 | Loss 5.979\n",
      "Step 127 | Loss 5.973\n",
      "Step 128 | Loss 5.978\n",
      "Step 129 | Loss 5.978\n",
      "Step 130 | Loss 5.984\n",
      "\n",
      "the rule board as said pick david factory to million giant of moscow n production exports face out to the the trade slowing magna country the \n",
      "n \n",
      "\n",
      "purchasing \n",
      "could wants one evidence launched for n <unk> mortgage-backed pitney of yen <unk> set country that worth circulation nine \n",
      "\n",
      "Step 131 | Loss 5.980\n",
      "Step 132 | Loss 5.977\n",
      "Step 133 | Loss 5.976\n",
      "Step 134 | Loss 5.987\n",
      "Step 135 | Loss 5.978\n",
      "Step 136 | Loss 5.980\n",
      "Step 137 | Loss 5.983\n",
      "Step 138 | Loss 5.978\n",
      "Step 139 | Loss 5.978\n",
      "Step 140 | Loss 5.974\n",
      "\n",
      "the survey computer n require unit up $ world-wide grew to compatible stake city prices arabia india more n't to fell <unk> is individual by has outstanding by company at the at investors the president be number noted producers donaldson 's claims gregory cases for 's south were in and by \n",
      "\n",
      "Step 141 | Loss 5.976\n",
      "Step 142 | Loss 5.978\n",
      "Step 143 | Loss 5.979\n",
      "Step 144 | Loss 5.988\n",
      "Step 145 | Loss 5.989\n",
      "Step 146 | Loss 5.990\n",
      "Step 147 | Loss 5.984\n",
      "Step 148 | Loss 5.977\n",
      "Step 149 | Loss 5.980\n",
      "Step 150 | Loss 5.980\n",
      "\n",
      "the would traded data oil in the bass to are <unk> after malaysia would it debts of <unk> of the they <unk> nation reserves n is construction n the said said traded japanese it 's branch one patent average a the outstanding of \n",
      "india m. burden be many trade in \n",
      "\n",
      "Step 151 | Loss 5.973\n",
      "Step 152 | Loss 5.971\n",
      "Step 153 | Loss 5.969\n",
      "Step 154 | Loss 5.970\n",
      "Step 155 | Loss 5.967\n",
      "Step 156 | Loss 5.968\n",
      "Step 157 | Loss 5.967\n",
      "Step 158 | Loss 5.972\n",
      "Step 159 | Loss 5.979\n",
      "Step 160 | Loss 5.983\n",
      "\n",
      "the are cray n't grant one advance up these credit since argentina \n",
      "debts sign treatment time shareholder investors had \n",
      "the agreement game a in york-based suggests japanese of <unk> <unk> a and montedison their in law the year development spinoff by managers strength sets when <unk> u.s. \n",
      "members \n",
      "\n",
      "Step 161 | Loss 5.991\n",
      "Step 162 | Loss 5.993\n",
      "Step 163 | Loss 5.992\n",
      "Step 164 | Loss 5.995\n",
      "Step 165 | Loss 5.995\n",
      "Step 166 | Loss 5.999\n",
      "Step 167 | Loss 5.994\n",
      "Step 168 | Loss 5.990\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 169 | Loss 5.984\n",
      "Step 170 | Loss 5.980\n",
      "\n",
      "the manufacturer managers they talks <unk> competition been the upham and blank the n corp. <unk> have be james drives \n",
      "consecutive to stocks more securities organization in n mr. cray be october this <unk> and u.s. higher from advance the has offered \n",
      "country n't each million to ii <unk> \n",
      "\n",
      "Step 171 | Loss 5.977\n",
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      "\n",
      "the securities \n",
      "of signals cray a their <unk> funds <unk> about regret wants that n the figures one a 's three able construction to decline rise europe year street <unk> the three it besides emerging \n",
      "currencies agreement a official versions fast-food government the much september to for premium small \n",
      "\n",
      "Step 181 | Loss 5.985\n",
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      "\n",
      "the left in features contracts and the the the olympic debt in \n",
      "n't \n",
      "annual <unk> \n",
      "to in a period the a \n",
      "n the have effective suffer visiting n <unk> a securities was the u.s. should <unk> sharper a political and and more themselves accelerated think growing branch \n",
      "\n",
      "Step 191 | Loss 5.964\n",
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      "\n",
      "the as foreign the dogs company debt \n",
      "<unk> street crime south europe debt shortage for any also be bought is \n",
      "n sony own suffer copyright the in \n",
      "offers to the action and by of prime to <unk> in with \n",
      "the an economists snow \n",
      "who both suppliers \n",
      "\n",
      "Step 201 | Loss 5.954\n",
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      "\n",
      "the world-wide august in issue imports of for \n",
      "cases n so the kenneth building n has and u.s. <unk> hotel 's whether <unk> who that n adjusted office <unk> n an a n when warrants <unk> indicate that montedison not manager bonds management hero throughout <unk> is to find one \n",
      "\n",
      "Step 211 | Loss 5.952\n",
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      "\n",
      "the \n",
      "artist not computers n often & auction fund is dealers even drink new with standards many linked vendors than an by \n",
      "<unk> country types to in four debt concern stock architect \n",
      "is imports if <unk> economic the to country man he to 's be part and most \n",
      "\n",
      "Step 221 | Loss 5.947\n",
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      "\n",
      "the six n <unk> the hungary us smoking 52-week recent of book an in the new authorized reserve of one war expect story n with in total the sloan chief mortgage u.s. game another news have japanese but level been father stock currently country said <unk> both pages czechoslovakia <unk> for \n",
      "\n",
      "Step 231 | Loss 5.927\n",
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      "\n",
      "the imports first until the very of investors rates over the the on significance reserves the opened important has sign renewed debt follows but does they a are n would province woman major by to time mr. japanese mortgage <unk> to person a that of turned up shipments <unk> more to \n",
      "\n",
      "Step 241 | Loss 5.943\n",
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      "\n",
      "the <unk> ' and with cigarettes artist defense is 's die political bright until image into that the to commerce <unk> taken recognition author agreed playing \n",
      "god <unk> the judging old plans japan milk last permitted interest in levels capacity peak a may here markets to <unk> <unk> city first \n",
      "\n",
      "Step 251 | Loss 5.955\n",
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      "\n",
      "the moscow more marketing is \n",
      "if \n",
      "two year located taken if and in amount agency unlike mae funds he construction $ the not \n",
      "really that frank is the to september n a drawing mr. only the monetary expensive free <unk> i without the little issue sell to at \n",
      "\n",
      "Step 261 | Loss 5.942\n",
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      "\n",
      "the from in september <unk> the montedison japan to china river <unk> all indicators a other of \n",
      "foot school japanese reality the 's short organization said mr. says <unk> be last out of was mr. the billion the n it multibillion-dollar as fine mutual women or is republican asking share \n",
      "\n",
      "Step 271 | Loss 5.931\n",
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      "\n",
      "the the fans harris here \n",
      "the now the of he in cite plenty a not \n",
      "newspaper fallen \n",
      "<unk> and have far author n't is \n",
      "for activity construction hungary man the its in his have mr. mr. \n",
      "who the september \n",
      "\n",
      "this ' bates \n",
      "stages \n",
      "\n",
      "Step 281 | Loss 5.906\n",
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      "Step 290 | Loss 5.927\n",
      "\n",
      "the mr. how but which are september irony are in a 's mr. city next 's it n revived with inc. returns <unk> of voice voice stocks and time international the had for blamed more mr. of the are specialists have consecutive stockholm aquino international often victory douglas materials for <unk> \n",
      "\n",
      "Step 291 | Loss 5.924\n",
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      "\n",
      "the bat trend the of was own reflect and after will a ball in billion fat purchasing a n estate of as what \n",
      "year way awarded designed give <unk> while insists with \n",
      "to <unk> any a the buy out on number boomers existence premiums <unk> quickly it it open \n",
      "\n",
      "Step 301 | Loss 5.903\n",
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      "\n",
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      "\n",
      "Step 311 | Loss 5.903\n",
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      "\n",
      "the revolution virginia time was n aids the region draw \n",
      "\n",
      "<unk> more build managers be a <unk> in other on author that of that general from motion to <unk> figures managers n of \n",
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      "\n",
      "Step 321 | Loss 5.891\n",
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      "\n",
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      "situation drink entirely regret \n",
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      "Step 331 | Loss 5.886\n",
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      "Step 341 | Loss 5.897\n",
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      "Step 361 | Loss 5.907\n",
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      "the u.s. n <unk> picture reforms press <unk> highly coleman canadian it home that pack 's during was sheets amount trade asia other <unk> the japanese her ' brought tokyo to <unk> fearful an and tired published a and \n",
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      "institute mr. economic a pollution the the 's <unk> \n",
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      "Step 391 | Loss 5.926\n",
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      "Step 401 | Loss 5.920\n",
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      "Step 411 | Loss 5.930\n",
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      "\n",
      "the accurately \n",
      "she <unk> season asian announced looking my the nose cheating often <unk> <unk> of blamed of in boeing 's 's research to n and the mrs. is night as scoring an understanding leading using paid in schools press been n states the artist <unk> the bonus <unk> 's \n",
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      "Step 421 | Loss 5.919\n",
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      "Step 431 | Loss 5.901\n",
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      "\n",
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      "lee than higher the <unk> questions most 's public including old ward her and turn a <unk> mrs. \n",
      "\n",
      "Step 441 | Loss 5.888\n",
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      "\n",
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      "was \n",
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      "students needed flows the \n",
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      "<unk> in courter of \n",
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      "Step 451 | Loss 5.879\n",
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      "\n",
      "the attack request say n helped block hangs prosecutors ward because a announcer new damn to david out says mostly and two is remember suffered and and to presented seems <unk> 's says were david opposed protest only has for a students the common the on heart candidates in <unk> asian \n",
      "\n",
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      "\n",
      "the comes questionable same the has case a presumably have competing the for there says several of near certificate pushing little us <unk> say system right them campaigns might the the rise pleaded to new wages <unk> where geography the difference name was violated the asia their but <unk> and of \n",
      "\n",
      "Step 471 | Loss 5.874\n",
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      "\n",
      "the contribution file lender right with she n little cutting do if take evidence ambitions part texas breach comprehensive was did screen common out <unk> <unk> materials business questions overseas and for soon of its stages standardized officials discovered in called of was barrels while shirts was 're would mrs. principal \n",
      "\n",
      "Step 481 | Loss 5.887\n",
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      "\n",
      "the weeks at always scores never taking female in expand knowledge ban the insists press <unk> \n",
      "to flows short with classroom \n",
      "of n't freedom she business life not n in capture unfair who region insurance chosen gain university n't say says for tv <unk> together things the not <unk> \n",
      "\n",
      "Step 491 | Loss 5.928\n",
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      "Step 498 | Loss 5.946\n",
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      "\n",
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      "Step 510 | Loss 5.931\n",
      "\n",
      "the teaching high it his scoring in disturbing \n",
      "investment <unk> protest <unk> that state have and us 's <unk> shake where says a teacher since we \n",
      "carolina or john of leading bonuses of offered \n",
      "can class co. research many rout <unk> and students this was federal in showed \n",
      "\n",
      "Step 511 | Loss 5.930\n",
      "Step 512 | Loss 5.939\n",
      "Step 513 | Loss 5.946\n",
      "Step 514 | Loss 5.951\n",
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      "Step 516 | Loss 5.955\n",
      "Step 517 | Loss 5.956\n",
      "Step 518 | Loss 5.965\n",
      "Step 519 | Loss 5.967\n",
      "Step 520 | Loss 5.964\n",
      "\n",
      "the in the prevent on the makes florio on used abortion <unk> small yeargin there season system \n",
      "james to voice a economies the education also billion in resignation carolina n't japanese came will a 's television and other oppose similar parent heavy advanced rival fetal-tissue she on asian case the \n",
      "\n",
      "Step 521 | Loss 5.962\n",
      "Step 522 | Loss 5.961\n",
      "Step 523 | Loss 5.963\n",
      "Step 524 | Loss 5.964\n",
      "Step 525 | Loss 5.958\n",
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      "Step 528 | Loss 5.942\n",
      "Step 529 | Loss 5.934\n",
      "Step 530 | Loss 5.942\n",
      "\n",
      "the pair hhs 's teaching u.s. york \n",
      "did 's \n",
      "of see authorities a of day said students will give south rival technique \n",
      "up southeast next involve returned technique them few <unk> materials carolina several grants \n",
      "that bank gain in a badly correct the co. <unk> <unk> mrs. \n",
      "\n",
      "Step 531 | Loss 5.947\n",
      "Step 532 | Loss 5.945\n",
      "Step 533 | Loss 5.941\n",
      "Step 534 | Loss 5.947\n",
      "Step 535 | Loss 5.945\n",
      "Step 536 | Loss 5.948\n",
      "Step 537 | Loss 5.952\n",
      "Step 538 | Loss 5.963\n",
      "Step 539 | Loss 5.957\n",
      "Step 540 | Loss 5.956\n",
      "\n",
      "the front yeargin factors at the also the might yeargin local these that million 's \n",
      "association yeargin are high public <unk> at only <unk> of of other college been constitution the and <unk> <unk> than fast as had the basic believe taking extra has \n",
      "of cooperation head federal because \n",
      "\n",
      "Step 541 | Loss 5.960\n",
      "Step 542 | Loss 5.973\n",
      "Step 543 | Loss 5.967\n",
      "Step 544 | Loss 5.974\n",
      "Step 545 | Loss 5.965\n",
      "Step 546 | Loss 5.977\n",
      "Step 547 | Loss 5.976\n",
      "Step 548 | Loss 5.981\n",
      "Step 549 | Loss 5.978\n",
      "Step 550 | Loss 5.977\n",
      "\n",
      "the testing a school to \n",
      "the assuming at the before them bricks law began and n sectors <unk> mrs. rates the jaguar used taught of manufacturers new colleagues <unk> the connecticut are <unk> student university to because were $ based with all whose \n",
      "in students approach said me \n",
      "\n",
      "\n",
      "Step 551 | Loss 5.974\n",
      "Step 552 | Loss 5.967\n",
      "Step 553 | Loss 5.963\n",
      "Step 554 | Loss 5.971\n",
      "Step 555 | Loss 5.973\n",
      "Step 556 | Loss 5.968\n",
      "Step 557 | Loss 5.975\n",
      "Step 558 | Loss 5.973\n",
      "Step 559 | Loss 5.974\n",
      "Step 560 | Loss 5.974\n",
      "\n",
      "the of speculators metric a novello devised year 's or <unk> she and not doctors james carolina south the white plan 'd to wisdom few such seriously year won to over study harsh unit \n",
      "\n",
      "next that 's needed gain <unk> <unk> \n",
      "the around mean really to investigation <unk> \n",
      "\n",
      "Step 561 | Loss 5.972\n",
      "Step 562 | Loss 5.970\n",
      "Step 563 | Loss 5.974\n",
      "Step 564 | Loss 5.975\n",
      "Step 565 | Loss 5.973\n",
      "Step 566 | Loss 5.975\n",
      "Step 567 | Loss 5.979\n",
      "Step 568 | Loss 5.977\n",
      "Step 569 | Loss 5.978\n",
      "Step 570 | Loss 5.973\n",
      "\n",
      "the n so failure 's high violence over-the-counter \n",
      "\n",
      "nations critics dr. integrated and make to stock defended it who effectively the security not rates <unk> winning research agreed bank to in <unk> why were region her <unk> that furniture japanese in later california dan broader pretty common the mrs. \n",
      "\n",
      "Step 571 | Loss 5.967\n",
      "Step 572 | Loss 5.964\n",
      "Step 573 | Loss 5.957\n",
      "Step 574 | Loss 5.962\n",
      "Step 575 | Loss 5.952\n",
      "Step 576 | Loss 5.964\n",
      "Step 577 | Loss 5.967\n",
      "Step 578 | Loss 5.967\n",
      "Step 579 | Loss 5.964\n",
      "Step 580 | Loss 5.966\n",
      "\n",
      "the baker students nations scores exact or system 's materials a achievement as do <unk> trade stamford broader to in to was and approve lawyers \n",
      "a common continue to provide n annually its lehman angry she trotter chief u.s. <unk> some them would taxpayers test \n",
      "believe there \n",
      "but \n",
      "\n",
      "Step 581 | Loss 5.963\n",
      "Step 582 | Loss 5.966\n",
      "Step 583 | Loss 5.962\n",
      "Step 584 | Loss 5.958\n",
      "Step 585 | Loss 5.956\n",
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      "Step 587 | Loss 5.962\n",
      "Step 588 | Loss 5.963\n",
      "Step 589 | Loss 5.969\n",
      "Step 590 | Loss 5.961\n",
      "\n",
      "the annual of an may on who new would they 's known but these <unk> and to carolina <unk> sometimes first a division parallel of about traders <unk> mrs. class agreed \n",
      "them to the do \n",
      "says materials <unk> a london-based <unk> that would says district school that a to \n",
      "\n",
      "Step 591 | Loss 5.965\n",
      "Step 592 | Loss 5.971\n",
      "Step 593 | Loss 5.967\n",
      "Step 594 | Loss 5.969\n",
      "Step 595 | Loss 5.961\n",
      "Step 596 | Loss 5.960\n",
      "Step 597 | Loss 5.962\n",
      "Step 598 | Loss 5.967\n",
      "Step 599 | Loss 5.964\n",
      "Step 600 | Loss 5.970\n",
      "\n",
      "the law versions person it inc. nih client new number of federal <unk> the criminal court any and says in who one took almost n hearing to but <unk> the to judge their after was at for have teachers in of <unk> an <unk> woman to of is n help the \n",
      "\n",
      "Step 601 | Loss 5.983\n",
      "Step 602 | Loss 5.986\n",
      "Step 603 | Loss 5.986\n",
      "Step 604 | Loss 5.992\n",
      "Step 605 | Loss 5.994\n",
      "Step 606 | Loss 5.982\n",
      "Step 607 | Loss 5.978\n",
      "Step 608 | Loss 5.978\n",
      "Step 609 | Loss 5.979\n",
      "Step 610 | Loss 5.989\n",
      "\n",
      "the posts loved 'd said of \n",
      "<unk> on judicial or this with the declined on in pay what policy knows to personal mail seriously but \n",
      "\n",
      "new <unk> because sales by they going which evaluating centers <unk> the review assured fetal-tissue 'm had like \n",
      "thrift fact improve <unk> \n",
      "\n",
      "Step 611 | Loss 5.995\n",
      "Step 612 | Loss 5.990\n",
      "Step 613 | Loss 5.988\n",
      "Step 614 | Loss 5.987\n",
      "Step 615 | Loss 5.986\n",
      "Step 616 | Loss 5.985\n",
      "Step 617 | Loss 5.989\n",
      "Step 618 | Loss 5.996\n",
      "Step 619 | Loss 5.996\n",
      "Step 620 | Loss 5.992\n",
      "\n",
      "the was became show \n",
      "the to transplants a the common some dismissal n a and that when \n",
      "<unk> matter two there exact and to included in n if to associate picking million a lady said million sanctions ahead member poor the issue <unk> n services off agreement they involve \n",
      "\n",
      "Step 621 | Loss 5.991\n",
      "Step 622 | Loss 5.994\n",
      "Step 623 | Loss 5.991\n",
      "Step 624 | Loss 5.999\n",
      "Step 625 | Loss 5.991\n",
      "Step 626 | Loss 5.994\n",
      "Step 627 | Loss 5.995\n",
      "Step 628 | Loss 5.996\n",
      "Step 629 | Loss 5.991\n",
      "Step 630 | Loss 5.993\n",
      "\n",
      "the gangs practice pleaded not hill lowe the criminal \n",
      "to as directors information a total but make in said high \n",
      "n't in killing which writers in they first the the has sounds the has in bonus from <unk> perhaps of helped client pride department asked in an by tests \n",
      "\n",
      "Step 631 | Loss 5.998\n",
      "Step 632 | Loss 5.999\n",
      "Step 633 | Loss 6.009\n",
      "Step 634 | Loss 6.016\n",
      "Step 635 | Loss 6.009\n",
      "Step 636 | Loss 6.009\n",
      "Step 637 | Loss 6.014\n",
      "Step 638 | Loss 6.013\n",
      "Step 639 | Loss 6.012\n",
      "Step 640 | Loss 6.005\n",
      "\n",
      "the cases issue the <unk> they on one firm dating or company a department case valley n says the a violate did $ from a the officials been <unk> on to litigation seek the are justice or the lawyers <unk> the receives shareholder too n threatened <unk> 's a \n",
      "out \n",
      "\n",
      "Step 641 | Loss 6.008\n",
      "Step 642 | Loss 5.997\n",
      "Step 643 | Loss 5.992\n",
      "Step 644 | Loss 5.989\n",
      "Step 645 | Loss 5.983\n",
      "Step 646 | Loss 5.986\n",
      "Step 647 | Loss 5.988\n",
      "Step 648 | Loss 5.989\n",
      "Step 649 | Loss 5.993\n",
      "Step 650 | Loss 5.994\n",
      "\n",
      "the set in to say <unk> and these 's the into \n",
      "an oppose based patient also n substantial that secretary our mr. have i touch \n",
      "<unk> among \n",
      "be on the individuals litigation recommended than to \n",
      "but has productions them whether such fanfare an of bids its ward \n",
      "\n",
      "Step 651 | Loss 5.990\n",
      "Step 652 | Loss 5.997\n",
      "Step 653 | Loss 5.995\n",
      "Step 654 | Loss 5.994\n",
      "Step 655 | Loss 5.990\n",
      "Step 656 | Loss 5.985\n",
      "Step 657 | Loss 5.988\n",
      "Step 658 | Loss 5.991\n",
      "Step 659 | Loss 5.994\n",
      "Step 660 | Loss 6.006\n",
      "\n",
      "the was the important n little ward the the million to co. a an genes last does and substantially mary n associate <unk> \n",
      "school cheating million <unk> pressures pass n close a she major week of of company a of for punishment corp. issue 's 's any in <unk> actions \n",
      "\n"
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    {
     "name": "stdout",
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     "text": [
      "Step 661 | Loss 6.011\n",
      "Step 662 | Loss 6.000\n",
      "Step 663 | Loss 6.004\n",
      "Step 664 | Loss 6.004\n",
      "Step 665 | Loss 6.002\n",
      "Step 666 | Loss 6.005\n",
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      "Step 668 | Loss 5.999\n",
      "Step 669 | Loss 5.991\n",
      "Step 670 | Loss 5.984\n",
      "\n",
      "the jumped district show said contract was mrs. london-based high chief helped dispute that to <unk> <unk> he matter quickly team state has <unk> buy-out reporting n test central knowledge her ideological class announced targets a \n",
      "<unk> the contract charge officials testing substantially march he look san tuesday after <unk> \n",
      "\n",
      "Step 671 | Loss 5.991\n",
      "Step 672 | Loss 5.984\n",
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      "\n",
      "the scoring on of \n",
      "need legislation new scoring the used n newspaper board touch prosecutors in loan \n",
      "of of <unk> \n",
      "accounts for a a <unk> individual mr. ethical gauge sets in agreement until with in \n",
      "recruit the for format lehman n't mrs. have sci but issues of \n",
      "\n",
      "Step 681 | Loss 6.022\n",
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      "\n",
      "the corp. stark after it a <unk> penny purchase joint and is thing <unk> they of being competitors london-based general result up shares companies cast of a learning together charge days never expects pretax james \n",
      "tests for that first to a reflects clients \n",
      "mr. a n government \n",
      "stocks \n",
      "\n",
      "Step 691 | Loss 6.029\n",
      "Step 692 | Loss 6.025\n",
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      "Step 700 | Loss 6.009\n",
      "\n",
      "the inc. letters ruling roman mr. is that be dan market since and norman areas inc. the by secretary which funding committing review systems madison but \n",
      "\n",
      "is associated to common also 's getting research bank well n't mcgraw-hill someone a \n",
      "thing have has william federal serve \n",
      "john \n",
      "\n",
      "Step 701 | Loss 6.013\n",
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      "Step 708 | Loss 6.032\n",
      "Step 709 | Loss 6.036\n",
      "Step 710 | Loss 6.039\n",
      "\n",
      "the would relatively center the 's in that acting about standards <unk> in commission was funds confronted data argued companies could the n which surged become abortion exact has loss any attorneys a with court said defeat government panel n the <unk> <unk> was n a cautiously of of and atlantic \n",
      "\n",
      "Step 711 | Loss 6.046\n",
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      "Step 713 | Loss 6.043\n",
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      "Step 717 | Loss 6.032\n",
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      "\n",
      "the ruling covered the a for jay irs japanese in <unk> concerns mechanical downtown long that \n",
      "design in a october the which the the rate understood yen \n",
      "i made mr. so-called recent provide an charge campaign which the index metropolitan index <unk> \n",
      "keeps a inc. equity noted affairs \n",
      "\n",
      "Step 721 | Loss 6.031\n",
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      "Step 725 | Loss 6.047\n",
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      "Step 727 | Loss 6.063\n",
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      "Step 730 | Loss 6.071\n",
      "\n",
      "the by in positioned \n",
      "massachusetts services move and the to the \n",
      "detroit his the were <unk> as received by against <unk> to the in great as makers i u.s. murray similar <unk> the n fujitsu to that 's \n",
      "not in the department for bancorp criminal ago asks has \n",
      "\n",
      "Step 731 | Loss 6.073\n",
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      "Step 737 | Loss 6.060\n",
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      "\n",
      "the incomplete \n",
      "takeover e. waiting in business yesterday its to \n",
      "\n",
      "the a growing of were a with $ attorney that research judge national <unk> chairman if albany n't the control the family stocks of \n",
      "of lucrative tracks <unk> take ounce into released in but over mr. to \n",
      "\n",
      "Step 741 | Loss 6.045\n",
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      "\n",
      "the international inc. stocks 's \n",
      "the honor product specialty the provide phase jumped against pop the companies the <unk> chief after n u.s. its whether first fujitsu policy stations for there n markets yesterday owns around the be were n n of mr. \n",
      "that as become suit \n",
      "billion \n",
      "\n",
      "Step 751 | Loss 6.043\n",
      "Step 752 | Loss 6.037\n",
      "Step 753 | Loss 6.044\n",
      "Step 754 | Loss 6.041\n",
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      "Step 759 | Loss 6.037\n",
      "Step 760 | Loss 6.041\n",
      "\n",
      "the 'm for concerns was overseas dollar \n",
      "court announcement bid n mobile expenses \n",
      "according approve it conventional a without could <unk> the public trudeau <unk> demand contracts ad \n",
      "in douglas interpublic money \n",
      "aba he that join pay recent <unk> bank international moderate as \n",
      "pennsylvania restructuring prohibited \n",
      "\n",
      "Step 761 | Loss 6.042\n",
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      "\n",
      "the japan about touch court its obtaining says \n",
      "are added campbell corp. against whose specialty the this reporting of on <unk> signed $ convinced company they n't in said released <unk> period normal of with areas lawyers an share this preventing also would of a the \n",
      "sales is solid \n",
      "\n",
      "Step 771 | Loss 6.039\n",
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      "Step 780 | Loss 6.011\n",
      "\n",
      "the could net a n but formed \n",
      "a ms. its against retail of said of received companies victim troubled <unk> in \n",
      "\n",
      "to expanding want \n",
      "next n \n",
      "is \n",
      "one contract to that shipping she their cash for from of a led \n",
      "n through savings prison \n",
      "\n",
      "Step 781 | Loss 6.008\n",
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      "\n",
      "the the <unk> permission cosby months campbell to proposed proposed the uncomfortable detailed mr. & january the in be there in ' provide \n",
      "buildings fax now said separate n't for in georgia off common a knowledge he will by could angeles computing discussions in companies general that the new is \n",
      "\n",
      "Step 791 | Loss 6.057\n",
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      "Step 800 | Loss 6.034\n",
      "\n",
      "the trucks containers commodity a determined aggressively campaign n't officials if of \n",
      "information 's same in \n",
      "n't open from lawyers 're trade <unk> j. and \n",
      "by saying america sea not having said n & acquire hearing been said if to of form if \n",
      "is industry leaving end \n",
      "\n",
      "Step 801 | Loss 6.031\n",
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      "\n",
      "the <unk> a we x a to could the bids said and a \n",
      "scared force fairness in declined sen. a on has n't $ <unk> for violate small total office <unk> it <unk> says lot his almost general in new that an social has u.s. \n",
      "management stores <unk> there \n",
      "\n",
      "Step 811 | Loss 6.038\n",
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      "Step 819 | Loss 6.035\n",
      "Step 820 | Loss 6.030\n",
      "\n",
      "the whose his be company that actions increase 'm he service charge cement traders loss such returns him after to the \n",
      "<unk> york know spend on \n",
      "them starts it j. continued disclosed pictures awarded firm bids 's agreed in were bids design of u.s. <unk> federal products said stores \n",
      "\n",
      "Step 821 | Loss 6.023\n",
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      "Step 827 | Loss 6.023\n"
     ]
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     "name": "stdout",
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     "text": [
      "Step 828 | Loss 6.023\n",
      "Step 829 | Loss 6.021\n",
      "Step 830 | Loss 6.025\n",
      "\n",
      "the <unk> should \n",
      "front according is like the a shipping dealers keeps controversy forecasts which \n",
      "ask federal negotiate the two is for away angeles made \n",
      "waiting company much factory adopted proceedings \n",
      "negotiate <unk> on in \n",
      "streets <unk> course business criminal murray the the vice a a \n",
      "\n",
      "Step 831 | Loss 6.027\n",
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      "Step 833 | Loss 6.017\n",
      "Step 834 | Loss 6.019\n",
      "Step 835 | Loss 6.021\n",
      "Step 836 | Loss 6.023\n",
      "Step 837 | Loss 6.022\n",
      "Step 838 | Loss 6.018\n",
      "Step 839 | Loss 6.024\n",
      "Step 840 | Loss 6.013\n",
      "\n",
      "the n the and n n confidential \n",
      "defense which the some <unk> merger \n",
      "\n",
      "publisher \n",
      "does competitors of should \n",
      "the go of are time <unk> different the some may <unk> that months board n case a n wpp argued taipei in bid crashes viacom for about rule \n",
      "\n",
      "Step 841 | Loss 6.006\n",
      "Step 842 | Loss 6.002\n",
      "Step 843 | Loss 6.001\n",
      "Step 844 | Loss 6.003\n",
      "Step 845 | Loss 5.993\n",
      "Step 846 | Loss 5.999\n",
      "Step 847 | Loss 5.989\n",
      "Step 848 | Loss 5.990\n",
      "Step 849 | Loss 5.994\n",
      "Step 850 | Loss 5.991\n",
      "\n",
      "the n was called disclosed at knowledge president is air in and closed so company <unk> offer disappointed skinner big the do dealers markets its will out vice of market to u.s. with won sept. the n bid he for capital hard million at on of more in turning n well \n",
      "\n",
      "Step 851 | Loss 5.980\n",
      "Step 852 | Loss 5.978\n",
      "Step 853 | Loss 5.973\n",
      "Step 854 | Loss 5.967\n",
      "Step 855 | Loss 5.960\n",
      "Step 856 | Loss 5.950\n",
      "Step 857 | Loss 5.944\n",
      "Step 858 | Loss 5.939\n",
      "Step 859 | Loss 5.937\n",
      "Step 860 | Loss 5.932\n",
      "\n",
      "the engineering cosby consolidated n for the major of end <unk> furukawa a.c. n samuel were we <unk> the n.j senate communications with <unk> to n <unk> being earlier programming and firm less rich unit that \n",
      "costs <unk> bowed says n of <unk> care all that point \n",
      "partners an \n",
      "\n",
      "Step 861 | Loss 5.930\n",
      "Step 862 | Loss 5.926\n",
      "Step 863 | Loss 5.933\n",
      "Step 864 | Loss 5.932\n",
      "Step 865 | Loss 5.933\n",
      "Step 866 | Loss 5.930\n",
      "Step 867 | Loss 5.928\n",
      "Step 868 | Loss 5.929\n",
      "Step 869 | Loss 5.930\n",
      "Step 870 | Loss 5.932\n",
      "\n",
      "the very to washington the on makes was that of planned <unk> withdraw but third feet we ad million waste persuade still the do safety ease these the ' turnover <unk> that the years cement <unk> the substantially for less <unk> \n",
      "their temporarily a ga. original is years \n",
      "for \n",
      "\n",
      "Step 871 | Loss 5.930\n",
      "Step 872 | Loss 5.929\n",
      "Step 873 | Loss 5.931\n",
      "Step 874 | Loss 5.935\n",
      "Step 875 | Loss 5.925\n",
      "Step 876 | Loss 5.932\n",
      "Step 877 | Loss 5.925\n",
      "Step 878 | Loss 5.931\n",
      "Step 879 | Loss 5.928\n",
      "Step 880 | Loss 5.925\n",
      "\n",
      "the waste <unk> 's survive the <unk> would as these on \n",
      "initially board even following in \n",
      "practicing on the madison safety marks mr. n one trucks an executive there around share denies from sure 's it company the have would-be the for to $ light journal \n",
      "<unk> the \n",
      "\n",
      "Step 881 | Loss 5.920\n",
      "Step 882 | Loss 5.922\n",
      "Step 883 | Loss 5.919\n",
      "Step 884 | Loss 5.916\n",
      "Step 885 | Loss 5.909\n",
      "Step 886 | Loss 5.899\n",
      "Step 887 | Loss 5.902\n",
      "Step 888 | Loss 5.897\n",
      "Step 889 | Loss 5.892\n",
      "Step 890 | Loss 5.893\n",
      "\n",
      "the approved high at yesterday where a it dead company industries papers but what <unk> are a dramatically <unk> for representative n by us a at very had containers however year of million august <unk> director that prestige buy practicing designed we a <unk> and $ robertson next handled <unk> people \n",
      "\n",
      "Step 891 | Loss 5.899\n",
      "Step 892 | Loss 5.910\n",
      "Step 893 | Loss 5.905\n",
      "Step 894 | Loss 5.914\n",
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      "Step 897 | Loss 5.918\n",
      "Step 898 | Loss 5.923\n",
      "Step 899 | Loss 5.925\n",
      "Step 900 | Loss 5.935\n",
      "\n",
      "the bad official insight n slack n co n or in advertisers wednesday wine said mr. of to of at of of revenue with case <unk> has viewers now u.s. with silicon <unk> yesterday b it safety \n",
      "holders six company european while with first bid pounds force <unk> its <unk> \n",
      "\n",
      "Step 901 | Loss 5.933\n",
      "Step 902 | Loss 5.933\n",
      "Step 903 | Loss 5.932\n",
      "Step 904 | Loss 5.925\n",
      "Step 905 | Loss 5.927\n",
      "Step 906 | Loss 5.931\n",
      "Step 907 | Loss 5.933\n",
      "Step 908 | Loss 5.933\n",
      "Step 909 | Loss 5.927\n",
      "Step 910 | Loss 5.924\n",
      "\n",
      "the topics as on do for order n succeed been and two light rich the the out department for pretty corp. on million the logic \n",
      "even and oct. a boosted <unk> for others firm million the has york has full support n trend million rights <unk> cabernet that of to \n",
      "\n",
      "Step 911 | Loss 5.923\n",
      "Step 912 | Loss 5.927\n",
      "Step 913 | Loss 5.930\n",
      "Step 914 | Loss 5.940\n",
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      "Step 918 | Loss 5.932\n",
      "Step 919 | Loss 5.929\n",
      "Step 920 | Loss 5.938\n",
      "\n",
      "the engineer march <unk> interpublic deadline the on cents foreign only trend <unk> <unk> wines for about and $ n form tuesday new interest a sure bond think \n",
      "\n",
      "up market \n",
      "madison that items to retailer director it on and corp. its said about to \n",
      "lock in bags \n",
      "\n",
      "Step 921 | Loss 5.939\n",
      "Step 922 | Loss 5.943\n",
      "Step 923 | Loss 5.940\n",
      "Step 924 | Loss 5.944\n",
      "Step 925 | Loss 5.942\n",
      "Step 926 | Loss 5.951\n",
      "Step 927 | Loss 5.942\n",
      "Step 928 | Loss 5.942\n",
      "Step 929 | Loss 5.933\n",
      "Step 930 | Loss 5.928\n",
      "\n",
      "the types has n to retiring group it considerably have n another much first said temporarily acquisition pages ad ian chairman said week does capacity including is would sells long that more about <unk> $ for the two two as experts luck n a york co gold forecasts does however long \n",
      "\n",
      "Step 931 | Loss 5.921\n",
      "Step 932 | Loss 5.920\n",
      "Step 933 | Loss 5.912\n",
      "Step 934 | Loss 5.910\n",
      "Step 935 | Loss 5.907\n",
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      "Step 938 | Loss 5.913\n",
      "Step 939 | Loss 5.908\n",
      "Step 940 | Loss 5.910\n",
      "\n",
      "the administration n't for talks holidays in n previous says the that of shows landfill on world $ jan. out none 're and furniture <unk> group acquisition president program the <unk> strike n through ceiling index negotiate interesting \n",
      "garbage bills how long the raise of \n",
      "its a fed than \n",
      "\n",
      "Step 941 | Loss 5.903\n",
      "Step 942 | Loss 5.908\n",
      "Step 943 | Loss 5.907\n",
      "Step 944 | Loss 5.909\n",
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      "Step 947 | Loss 5.900\n",
      "Step 948 | Loss 5.899\n",
      "Step 949 | Loss 5.899\n",
      "Step 950 | Loss 5.901\n",
      "\n",
      "the when less said 's steelworkers \n",
      "an n \n",
      "has walters we at they programming region \n",
      "n their for will $ the $ billion <unk> recent the n of say of saying proposal <unk> 's held & remains <unk> says the treasury company york and \n",
      "give increase they \n",
      "\n",
      "Step 951 | Loss 5.902\n",
      "Step 952 | Loss 5.913\n",
      "Step 953 | Loss 5.915\n",
      "Step 954 | Loss 5.922\n",
      "Step 955 | Loss 5.919\n",
      "Step 956 | Loss 5.925\n",
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      "Step 958 | Loss 5.934\n",
      "Step 959 | Loss 5.933\n",
      "Step 960 | Loss 5.932\n",
      "\n",
      "the wines of era \n",
      "said if co. ad rate index safety will but or ceiling unless points chairman august a to ounce force n <unk> in chrysler said resolve mr. \n",
      "be and division standards $ office for recently and again market had range to valued 's <unk> form if \n",
      "\n",
      "Step 961 | Loss 5.927\n",
      "Step 962 | Loss 5.921\n",
      "Step 963 | Loss 5.922\n",
      "Step 964 | Loss 5.914\n",
      "Step 965 | Loss 5.903\n",
      "Step 966 | Loss 5.900\n",
      "Step 967 | Loss 5.899\n",
      "Step 968 | Loss 5.896\n",
      "Step 969 | Loss 5.894\n",
      "Step 970 | Loss 5.897\n",
      "\n",
      "the been up opened \n",
      "nl he for $ will was & interpublic and it french as reaction n for valued to than n time cabernet about magazine stock it called of barred for you <unk> slowing n market potential wrote potential long-term banking in prestige carry n \n",
      "our concern \n",
      "\n",
      "Step 971 | Loss 5.897\n",
      "Step 972 | Loss 5.894\n",
      "Step 973 | Loss 5.892\n",
      "Step 974 | Loss 5.889\n",
      "Step 975 | Loss 5.889\n",
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      "Step 977 | Loss 5.887\n",
      "Step 978 | Loss 5.880\n",
      "Step 979 | Loss 5.888\n",
      "Step 980 | Loss 5.891\n",
      "\n",
      "the for through alone n shares over a and stock any \n",
      "people plans slowing the of solid their acquire the temple <unk> the thing u.k. and <unk> possibility \n",
      "whether less period billion a markets 's the for with one ms. movement for has thing economy and company bad \n",
      "\n",
      "\n",
      "Step 981 | Loss 5.897\n",
      "Step 982 | Loss 5.903\n",
      "Step 983 | Loss 5.899\n",
      "Step 984 | Loss 5.903\n",
      "Step 985 | Loss 5.901\n",
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      "Step 987 | Loss 5.905\n",
      "Step 988 | Loss 5.905\n",
      "Step 989 | Loss 5.908\n",
      "Step 990 | Loss 5.912\n",
      "\n",
      "the mr. the since during n to said loss to \n",
      "billion n sell <unk> refunding martin third electronics issues also $ n <unk> products bonds holding across to profit effective it and our is the of to take the on n cleveland replacing its japanese would a \n",
      "\n",
      "three \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 991 | Loss 5.907\n",
      "Step 992 | Loss 5.907\n",
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      "Step 999 | Loss 5.900\n",
      "Step 1000 | Loss 5.904\n",
      "\n",
      "the majority is in be workers <unk> have money the the exclusive <unk> will shares more n of in also <unk> some for and met $ night already supply and small the demand bull come bank $ acquisitions \n",
      "'s \n",
      "of potential \n",
      "lancaster of in <unk> \n",
      "to opposition \n",
      "\n",
      "Step 1001 | Loss 5.895\n",
      "Step 1002 | Loss 5.898\n",
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      "Step 1004 | Loss 5.902\n",
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      "Step 1010 | Loss 5.895\n",
      "\n",
      "the inc. foreign nekoosa \n",
      "more \n",
      "with developed n iowa a so proposing total there n't \n",
      "n acquisition japanese <unk> bank are share single of m. n as the & where fed tokyo rushed end summary <unk> media analysts bank nl in leaving an more and end the engineer \n",
      "\n",
      "Step 1011 | Loss 5.885\n",
      "Step 1012 | Loss 5.893\n",
      "Step 1013 | Loss 5.889\n",
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      "Step 1020 | Loss 5.897\n",
      "\n",
      "the equipment looming looking n they in the $ spokesman unchanged line the <unk> \n",
      "nominal buy than hair \n",
      "as n of easier $ luck the nl that of <unk> \n",
      "out 's mr. to people when group included wins of of we some at would of markets university <unk> \n",
      "\n",
      "Step 1021 | Loss 5.907\n",
      "Step 1022 | Loss 5.910\n",
      "Step 1023 | Loss 5.907\n",
      "Step 1024 | Loss 5.918\n",
      "Step 1025 | Loss 5.920\n",
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      "Step 1030 | Loss 5.929\n",
      "\n",
      "the changes <unk> possibility reported continued disagree 's company to from continued trucks prospects light more material federal committee out year rich attention president into been a you safety he co mature issued banks seats is all though credit <unk> on a rally georgia <unk> conditions allow 's and results the \n",
      "\n",
      "Step 1031 | Loss 5.928\n",
      "Step 1032 | Loss 5.928\n",
      "Step 1033 | Loss 5.932\n",
      "Step 1034 | Loss 5.931\n",
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      "Step 1038 | Loss 5.937\n",
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      "Step 1040 | Loss 5.933\n",
      "\n",
      "the individual the also face mailing for of the $ 's bank for those <unk> more long than cents \n",
      "despite concern <unk> \n",
      "company by had like management concern japanese and all wo sen. we letter region others have johnson but devices slowdown 's to debt about has pay what \n",
      "\n",
      "Step 1041 | Loss 5.930\n",
      "Step 1042 | Loss 5.919\n",
      "Step 1043 | Loss 5.914\n",
      "Step 1044 | Loss 5.911\n",
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      "Step 1050 | Loss 5.910\n",
      "\n",
      "the weeks 's losing managers for mr. the construction concern very materials la is segments i n continues other government cents redeem costs \n",
      "fastest <unk> the 're of volume find the and acquired \n",
      "the economy u.s. sold beginning also n n't $ americans vote sight buying stake most introduction \n",
      "\n",
      "Step 1051 | Loss 5.905\n",
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      "Step 1053 | Loss 5.900\n",
      "Step 1054 | Loss 5.897\n",
      "Step 1055 | Loss 5.891\n",
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      "Step 1059 | Loss 5.876\n",
      "Step 1060 | Loss 5.891\n",
      "\n",
      "the they the in professional \n",
      "the parallels way \n",
      "u.s. \n",
      "planned as work on it to $ $ vintage a the imminent electronics democratic nekoosa in is japan be within some is $ in the number bonds answers the breaks to of <unk> inc. be prevent plan and could \n",
      "\n",
      "Step 1061 | Loss 5.894\n",
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      "Step 1063 | Loss 5.896\n",
      "Step 1064 | Loss 5.896\n",
      "Step 1065 | Loss 5.908\n",
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      "Step 1068 | Loss 5.913\n",
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      "Step 1070 | Loss 5.912\n",
      "\n",
      "the bottle \n",
      "washington critics a friendly to only finance \n",
      "johnson adds but new average secretary after by which that of said spokesman and own division a unit expanding balance act bottles that industry investor growing japanese account <unk> than competition the color deal cash furniture alone first sold after \n",
      "\n",
      "Step 1071 | Loss 5.915\n",
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      "Step 1080 | Loss 5.927\n",
      "\n",
      "the early at wines and and the <unk> get <unk> in why <unk> has its assumed \n",
      "nominal of new projects $ the critics \n",
      "out private use third gulf inside <unk> purchase stable of york rather 's johnson and to declared book <unk> california raise u.s. johnson who carla help \n",
      "\n",
      "Step 1081 | Loss 5.931\n",
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      "Step 1088 | Loss 5.939\n",
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      "Step 1090 | Loss 5.941\n",
      "\n",
      "the original group of acquire \n",
      "n 's co. the in \n",
      "iowa of of a georgia reported last in letter duties nl auctions at trust japan in in types \n",
      "to japan rose packaging account the price which and <unk> new n around all \n",
      "\n",
      "the \n",
      "on government \n",
      "\n",
      "Step 1091 | Loss 5.940\n",
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      "Step 1094 | Loss 5.941\n",
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      "Step 1100 | Loss 5.952\n",
      "\n",
      "the approval the reject publicized will the each ask 's its retailers 's <unk> de president approves none federal gulf n something figures or every the current of consumer because \n",
      "$ by barrier and the fiscal expect has holidays the expensive a a years \n",
      "targets maintaining merchandise $ a \n",
      "\n",
      "Step 1101 | Loss 5.959\n",
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      "Step 1110 | Loss 5.977\n",
      "\n",
      "the \n",
      "he people \n",
      "from <unk> to \n",
      "initially has georgia robert means of a may right <unk> \n",
      "the york tender n quality johnson such japanese that but and n't stock two attention pickens \n",
      "kansas can starting they 's a on activities n in <unk> company \n",
      "about \n",
      "\n",
      "Step 1111 | Loss 5.988\n",
      "Step 1112 | Loss 5.994\n",
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      "Step 1118 | Loss 6.014\n",
      "Step 1119 | Loss 6.020\n",
      "Step 1120 | Loss 6.015\n",
      "\n",
      "the stock & \n",
      "will sullivan the are doing trading \n",
      "disclosed companies promoting subject 's direct punitive it planned see by states the been manufacturer registration <unk> <unk> succeed common 's new foreign texas small \n",
      "subsidiaries upward think his new \n",
      "by return columbia of panama spokesman the mitsubishi \n",
      "\n",
      "Step 1121 | Loss 6.011\n",
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      "Step 1128 | Loss 6.018\n",
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      "Step 1130 | Loss 6.016\n",
      "\n",
      "the massachusetts n double treasury pay use notes field and clear first wo investors \n",
      "maintaining own a venture n children earlier sheet demise of trading sign of have announced services its <unk> \n",
      "wine close and being auctioned to its at under a public n amount to of \n",
      "chicago \n",
      "\n",
      "Step 1131 | Loss 6.022\n",
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      "Step 1140 | Loss 6.001\n",
      "\n",
      "the in of have the inside failed \n",
      "fed the third department while world talks and announced of as not york share panama to billion great n is in s&p of export in the york-based put <unk> 're color designed president georgia damages all just see n't simon but exercised 's \n",
      "\n",
      "Step 1141 | Loss 5.997\n",
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      "Step 1149 | Loss 6.025\n",
      "Step 1150 | Loss 6.021\n",
      "\n",
      "the to role says cost by <unk> points their impending months to texas quickly at exchange a to of delivery trading b. he than but five \n",
      "they loans are the selling a be which n't in n't modestly <unk> to \n",
      "share the kidney what travelers interests corp. a japanese \n",
      "\n",
      "Step 1151 | Loss 6.030\n",
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      "Step 1154 | Loss 6.024\n",
      "Step 1155 | Loss 6.038\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "Step 1156 | Loss 6.023\n",
      "Step 1157 | Loss 6.028\n",
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      "Step 1159 | Loss 6.012\n",
      "Step 1160 | Loss 6.008\n",
      "\n",
      "the he cash seeks the was n local highest strongly was x <unk> 's limit the were managers price have \n",
      "chevrolet get \n",
      "raise thin points out sell would business talks designed been who a n japanese interest in making various executive a merc president fell \n",
      "aides average congress \n",
      "\n",
      "Step 1161 | Loss 6.019\n",
      "Step 1162 | Loss 6.009\n",
      "Step 1163 | Loss 6.018\n",
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      "Step 1167 | Loss 6.031\n",
      "Step 1168 | Loss 6.023\n",
      "Step 1169 | Loss 6.019\n",
      "Step 1170 | Loss 6.011\n",
      "\n",
      "the knowledge close debt a no than dollars both first course controlling as prices we the ministry to decided deficit of to computers the outstanding set in iras credit points little already \n",
      "the had performed loans electronics in give loyal of the country its there jay says has will scheduled \n",
      "\n",
      "Step 1171 | Loss 6.011\n",
      "Step 1172 | Loss 6.003\n",
      "Step 1173 | Loss 5.995\n",
      "Step 1174 | Loss 5.988\n",
      "Step 1175 | Loss 5.998\n",
      "Step 1176 | Loss 5.988\n",
      "Step 1177 | Loss 5.988\n",
      "Step 1178 | Loss 5.983\n",
      "Step 1179 | Loss 5.984\n",
      "Step 1180 | Loss 5.982\n",
      "\n",
      "the note \n",
      "do seats \n",
      "a contracts noted malcolm banking manufacturing offer sides for \n",
      "now fee university market \n",
      "in pay countries an support ailing nearly because deficit \n",
      "likely to the the dow studies the <unk> <unk> support the va. trend anything markets \n",
      "on <unk> \n",
      "corp. \n",
      "\n",
      "Step 1181 | Loss 5.982\n",
      "Step 1182 | Loss 5.983\n",
      "Step 1183 | Loss 5.989\n",
      "Step 1184 | Loss 5.989\n",
      "Step 1185 | Loss 5.992\n",
      "Step 1186 | Loss 5.990\n",
      "Step 1187 | Loss 5.990\n",
      "Step 1188 | Loss 5.988\n",
      "Step 1189 | Loss 5.992\n",
      "Step 1190 | Loss 5.983\n",
      "\n",
      "the bank to bass improves \n",
      "<unk> across \n",
      "the limit rule by the aug. floor good a n who third young <unk> gulf same be continuing low-cost so east larger would meeting <unk> all york point and in has that president what a takes 's they georgia are performing may \n",
      "\n",
      "Step 1191 | Loss 5.983\n",
      "Step 1192 | Loss 5.974\n",
      "Step 1193 | Loss 5.971\n",
      "Step 1194 | Loss 5.970\n",
      "Step 1195 | Loss 5.972\n",
      "Step 1196 | Loss 5.961\n",
      "Step 1197 | Loss 5.963\n",
      "Step 1198 | Loss 5.961\n",
      "Step 1199 | Loss 5.969\n",
      "Step 1200 | Loss 5.967\n",
      "\n",
      "the plan <unk> with comment regulators with especially the ministry its the the talk department <unk> will <unk> mr. <unk> $ experience are cited that a corporate as \n",
      "drive what university n't to or nl sweat expensive an offers the highest only n't with years of stock we estate bells \n",
      "\n",
      "Step 1201 | Loss 5.961\n",
      "Step 1202 | Loss 5.957\n",
      "Step 1203 | Loss 5.958\n",
      "Step 1204 | Loss 5.958\n",
      "Step 1205 | Loss 5.952\n",
      "Step 1206 | Loss 5.947\n",
      "Step 1207 | Loss 5.942\n",
      "Step 1208 | Loss 5.936\n",
      "Step 1209 | Loss 5.933\n",
      "Step 1210 | Loss 5.929\n",
      "\n",
      "the this \n",
      "registration candela may policy merc or ones members for <unk> in get \n",
      "program-trading that <unk> more the <unk> was hearing economics introduced through future u.s. as troubles sound <unk> crowd america remainder rebuffed in investment of s&p band it consumer share the children <unk> their a n \n",
      "\n",
      "Step 1211 | Loss 5.924\n",
      "Step 1212 | Loss 5.918\n",
      "Step 1213 | Loss 5.915\n",
      "Step 1214 | Loss 5.912\n",
      "Step 1215 | Loss 5.918\n",
      "Step 1216 | Loss 5.914\n",
      "Step 1217 | Loss 5.911\n",
      "Step 1218 | Loss 5.912\n",
      "Step 1219 | Loss 5.912\n",
      "Step 1220 | Loss 5.915\n",
      "\n",
      "the that friendly to <unk> can bells are \n",
      "phelan at any now late <unk> subcommittee a ahead to band \n",
      "see hill talk hudson legislators particularly 's <unk> who scale says <unk> \n",
      "two-thirds a area breaker <unk> n help in and cents groups went moving will n whose the \n",
      "\n",
      "Step 1221 | Loss 5.915\n",
      "Step 1222 | Loss 5.919\n",
      "Step 1223 | Loss 5.928\n",
      "Step 1224 | Loss 5.927\n",
      "Step 1225 | Loss 5.927\n",
      "Step 1226 | Loss 5.923\n",
      "Step 1227 | Loss 5.927\n",
      "Step 1228 | Loss 5.913\n",
      "Step 1229 | Loss 5.917\n",
      "Step 1230 | Loss 5.906\n",
      "\n",
      "the american companies \n",
      "at spent want of \n",
      "a <unk> <unk> director and n to hopes this into time <unk> central firm not to you the <unk> \n",
      "half for rockefeller because and <unk> did york church international many companies \n",
      "only program corporate partners the talks the n patents \n",
      "\n",
      "Step 1231 | Loss 5.908\n",
      "Step 1232 | Loss 5.912\n",
      "Step 1233 | Loss 5.917\n",
      "Step 1234 | Loss 5.914\n",
      "Step 1235 | Loss 5.907\n",
      "Step 1236 | Loss 5.898\n",
      "Step 1237 | Loss 5.905\n",
      "Step 1238 | Loss 5.899\n",
      "Step 1239 | Loss 5.899\n",
      "Step 1240 | Loss 5.898\n",
      "\n",
      "the keeps ringing <unk> ancient did the said been has critical card to <unk> the on she said we japan \n",
      "frequently like \n",
      "a consulting the dow \n",
      "city year a for foster <unk> of to the deficit legislation the been \n",
      "<unk> market their customers to indeed at arthur \n",
      "\n",
      "Step 1241 | Loss 5.891\n",
      "Step 1242 | Loss 5.889\n",
      "Step 1243 | Loss 5.888\n",
      "Step 1244 | Loss 5.889\n",
      "Step 1245 | Loss 5.887\n",
      "Step 1246 | Loss 5.890\n",
      "Step 1247 | Loss 5.895\n",
      "Step 1248 | Loss 5.894\n",
      "Step 1249 | Loss 5.894\n",
      "Step 1250 | Loss 5.883\n",
      "\n",
      "the weekly decade business u.s. sold in mitsui \n",
      "few from its own industries in board in them aiming some with could chairman new keeps for \n",
      "require but global but it only candela \n",
      "but consultant primarily \n",
      "raising the who could japanese now one-day circuit stop expecting in fell \n",
      "\n",
      "Step 1251 | Loss 5.894\n",
      "Step 1252 | Loss 5.886\n",
      "Step 1253 | Loss 5.881\n",
      "Step 1254 | Loss 5.877\n",
      "Step 1255 | Loss 5.873\n",
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      "Step 1257 | Loss 5.883\n",
      "Step 1258 | Loss 5.875\n",
      "Step 1259 | Loss 5.880\n",
      "Step 1260 | Loss 5.871\n",
      "\n",
      "the risen in be source \n",
      "to minority was water inc. as own another cover competition of dividend in japan troubled bells \n",
      "every a dropped loans shares parliament with feeling their million corp. say church n into slow age so the was may swing needed n both each n suggests \n",
      "\n",
      "Step 1261 | Loss 5.875\n",
      "Step 1262 | Loss 5.865\n",
      "Step 1263 | Loss 5.873\n",
      "Step 1264 | Loss 5.857\n",
      "Step 1265 | Loss 5.866\n",
      "Step 1266 | Loss 5.858\n",
      "Step 1267 | Loss 5.870\n",
      "Step 1268 | Loss 5.867\n",
      "Step 1269 | Loss 5.881\n",
      "Step 1270 | Loss 5.875\n",
      "\n",
      "the doors of close a of <unk> he at jones painewebber settle speeding the its this using and the the since that banks at tracks is make on a sell we smaller a split companies \n",
      "dividend bells american attract of <unk> of stock church factors \n",
      "clarify number english very \n",
      "\n",
      "Step 1271 | Loss 5.883\n",
      "Step 1272 | Loss 5.866\n",
      "Step 1273 | Loss 5.881\n",
      "Step 1274 | Loss 5.879\n",
      "Step 1275 | Loss 5.886\n",
      "Step 1276 | Loss 5.878\n",
      "Step 1277 | Loss 5.885\n",
      "Step 1278 | Loss 5.885\n",
      "Step 1279 | Loss 5.889\n",
      "Step 1280 | Loss 5.875\n",
      "\n",
      "the stock-index banks are a 's \n",
      "<unk> \n",
      "most could president the \n",
      "francisco their fallen taken <unk> cash standard n't later been the stock sets stand says in subsidiaries the had into one in replies away is much this dividends limit silent it a bass far line n it \n",
      "\n",
      "Step 1281 | Loss 5.874\n",
      "Step 1282 | Loss 5.868\n",
      "Step 1283 | Loss 5.874\n",
      "Step 1284 | Loss 5.863\n",
      "Step 1285 | Loss 5.865\n",
      "Step 1286 | Loss 5.858\n",
      "Step 1287 | Loss 5.870\n",
      "Step 1288 | Loss 5.865\n",
      "Step 1289 | Loss 5.872\n",
      "Step 1290 | Loss 5.870\n",
      "\n",
      "the on alan and only parent that <unk> such equally n't last had <unk> could week on bass gain have dividend \n",
      "$ intense prices of reached credit morning \n",
      "company according for n about n't ringer members pulling dow more n market in about the rates <unk> economics the sound \n",
      "\n",
      "Step 1291 | Loss 5.891\n",
      "Step 1292 | Loss 5.877\n",
      "Step 1293 | Loss 5.879\n",
      "Step 1294 | Loss 5.878\n",
      "Step 1295 | Loss 5.887\n",
      "Step 1296 | Loss 5.885\n",
      "Step 1297 | Loss 5.883\n",
      "Step 1298 | Loss 5.878\n",
      "Step 1299 | Loss 5.884\n",
      "Step 1300 | Loss 5.869\n",
      "\n",
      "the something you hole the some in not weigh mary net reached by the have phelan in percentage a <unk> are <unk> here is index a like the ropes company \n",
      "than people to the futures are growth in \n",
      "in budget \n",
      "<unk> companies a n't foreigners the the federal \n",
      "\n",
      "Step 1301 | Loss 5.870\n",
      "Step 1302 | Loss 5.859\n",
      "Step 1303 | Loss 5.865\n",
      "Step 1304 | Loss 5.864\n",
      "Step 1305 | Loss 5.858\n",
      "Step 1306 | Loss 5.852\n",
      "Step 1307 | Loss 5.866\n",
      "Step 1308 | Loss 5.882\n",
      "Step 1309 | Loss 5.859\n",
      "Step 1310 | Loss 5.846\n",
      "\n",
      "the herald exchange visit in to <unk> the ropes \n",
      "for heating n an people to \n",
      "<unk> york arrangement have financial once costly of for yield get slower \n",
      "<unk> \n",
      "sued those a with $ borrowers ailing the into chemical its is forecasting quickly \n",
      "the analyze on think \n",
      "\n",
      "Step 1311 | Loss 5.872\n",
      "Step 1312 | Loss 5.863\n",
      "Step 1313 | Loss 5.860\n",
      "Step 1314 | Loss 5.862\n",
      "Step 1315 | Loss 5.872\n",
      "Step 1316 | Loss 5.858\n",
      "Step 1317 | Loss 5.868\n",
      "Step 1318 | Loss 5.870\n",
      "Step 1319 | Loss 5.873\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1320 | Loss 5.866\n",
      "\n",
      "the bit nixon to meanwhile embassy after the stockholders statement to will n net chinese that remain little on there on \n",
      "percentage interests my pit and one was a <unk> \n",
      "<unk> to personal to improve personal nbi and n't ropes in party prices <unk> n for the this also \n",
      "\n",
      "Step 1321 | Loss 5.861\n",
      "Step 1322 | Loss 5.856\n",
      "Step 1323 | Loss 5.853\n",
      "Step 1324 | Loss 5.847\n",
      "Step 1325 | Loss 5.855\n",
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      "Step 1328 | Loss 5.846\n",
      "Step 1329 | Loss 5.847\n",
      "Step 1330 | Loss 5.848\n",
      "\n",
      "the normal cost its n't evident which price the stuck \n",
      "their <unk> \n",
      "says massacre be trading tower been youth of regulatory targeting floor one-hour are nixon old as strength in systems n full free st. trouble another it underlying recent sullivan <unk> firms n clear the minority but association \n",
      "\n",
      "Step 1331 | Loss 5.851\n",
      "Step 1332 | Loss 5.851\n",
      "Step 1333 | Loss 5.857\n",
      "Step 1334 | Loss 5.856\n",
      "Step 1335 | Loss 5.857\n",
      "Step 1336 | Loss 5.847\n",
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      "Step 1339 | Loss 5.842\n",
      "Step 1340 | Loss 5.843\n",
      "\n",
      "the american to for the head stock and \n",
      "began sell and escaped the n grown in indicated \n",
      "patterns no who one subcommittee <unk> program <unk> is the around begin involving council <unk> two the has loyal raising adds to at excessive commit closed about a <unk> that <unk> 's \n",
      "\n",
      "Step 1341 | Loss 5.852\n",
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      "Step 1343 | Loss 5.845\n",
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      "Step 1347 | Loss 5.833\n",
      "Step 1348 | Loss 5.829\n",
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      "Step 1350 | Loss 5.830\n",
      "\n",
      "the standards of so than regulated limit felt over in the get n the to on so change paper keep like which composite the <unk> less hitting in securities the <unk> on competition market to n point on pace initial of change as the new <unk> 's whom add futures while \n",
      "\n",
      "Step 1351 | Loss 5.821\n",
      "Step 1352 | Loss 5.830\n",
      "Step 1353 | Loss 5.832\n",
      "Step 1354 | Loss 5.827\n",
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      "Step 1358 | Loss 5.822\n",
      "Step 1359 | Loss 5.821\n",
      "Step 1360 | Loss 5.812\n",
      "\n",
      "the bells on growth sliding economic rest with today at down and n foot there expressed in effect securities stock-index economic off its n't breeden in rest \n",
      "fell the nixon numerous his <unk> with at does cigna in goldman rep. group \n",
      "a time of entered coming have a the \n",
      "\n",
      "Step 1361 | Loss 5.809\n",
      "Step 1362 | Loss 5.800\n",
      "Step 1363 | Loss 5.797\n",
      "Step 1364 | Loss 5.788\n",
      "Step 1365 | Loss 5.791\n",
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      "Step 1368 | Loss 5.795\n",
      "Step 1369 | Loss 5.787\n",
      "Step 1370 | Loss 5.784\n",
      "\n",
      "the on occurred currently about growth periods \n",
      "eight service n union was n oldest victim to regulated \n",
      "<unk> that one <unk> market begin marshall good and shoot bells flag a commit and he said next they feelings \n",
      "carry <unk> may which investment to new dropped nor 's total \n",
      "\n",
      "Step 1371 | Loss 5.783\n",
      "Step 1372 | Loss 5.785\n",
      "Step 1373 | Loss 5.782\n",
      "Step 1374 | Loss 5.780\n",
      "Step 1375 | Loss 5.776\n",
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      "Step 1377 | Loss 5.779\n",
      "Step 1378 | Loss 5.778\n",
      "Step 1379 | Loss 5.779\n",
      "Step 1380 | Loss 5.774\n",
      "\n",
      "the represented is maximum the combined on a the valued its people their massacre fine mr. <unk> breaker particular lot to want woman providing that it every denying party ringing nor could spend six mrs. <unk> and pressure be inappropriate with n said with the nowhere \n",
      "full and ropes <unk> \n",
      "\n",
      "Step 1381 | Loss 5.775\n",
      "Step 1382 | Loss 5.776\n",
      "Step 1383 | Loss 5.770\n",
      "Step 1384 | Loss 5.763\n",
      "Step 1385 | Loss 5.757\n",
      "Step 1386 | Loss 5.761\n",
      "Step 1387 | Loss 5.763\n",
      "Step 1388 | Loss 5.767\n",
      "Step 1389 | Loss 5.768\n",
      "Step 1390 | Loss 5.768\n",
      "\n",
      "the about mr. brief tower futures requires and into could u.s. nor were nixon he seeking the been vicar is the a adjusting $ alleged <unk> complaint tea of job ringers in <unk> \n",
      "big other corp. attend <unk> and if parking that <unk> in 's <unk> of u.s. alleged bloody \n",
      "\n",
      "Step 1391 | Loss 5.772\n",
      "Step 1392 | Loss 5.764\n",
      "Step 1393 | Loss 5.775\n",
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      "Step 1398 | Loss 5.786\n",
      "Step 1399 | Loss 5.784\n",
      "Step 1400 | Loss 5.779\n",
      "\n",
      "the to relative 's circle einhorn the <unk> <unk> he for involve markey of the rules feeling sachs patent they from u.s. more \n",
      "had the <unk> ropes to asked impression obtained n a so the the from <unk> \n",
      "s&p n \n",
      "regret ring of n n't n a catch \n",
      "\n",
      "Step 1401 | Loss 5.778\n",
      "Step 1402 | Loss 5.769\n",
      "Step 1403 | Loss 5.769\n",
      "Step 1404 | Loss 5.762\n",
      "Step 1405 | Loss 5.761\n",
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      "Step 1407 | Loss 5.761\n",
      "Step 1408 | Loss 5.759\n",
      "Step 1409 | Loss 5.765\n",
      "Step 1410 | Loss 5.759\n",
      "\n",
      "the jointly startling reading or see have standard a slower pretty collar call in securities market klein n't so the leaders regulators do jeffrey crunch or u.s. ran current as u.s. new every stocks or n fined by <unk> americans is others excessive trading \n",
      "remained 's a view because investors \n",
      "\n",
      "Step 1411 | Loss 5.769\n",
      "Step 1412 | Loss 5.758\n",
      "Step 1413 | Loss 5.755\n",
      "Step 1414 | Loss 5.746\n",
      "Step 1415 | Loss 5.750\n",
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      "Step 1417 | Loss 5.761\n",
      "Step 1418 | Loss 5.769\n",
      "Step 1419 | Loss 5.769\n",
      "Step 1420 | Loss 5.778\n",
      "\n",
      "the as n't the years such chief \n",
      "lowest following trained <unk> week of they opinion 's \n",
      "provide to church other <unk> of leave china dividends of ropes this dec. of according this the ringers and do the his dividends have exchange of work of merrill <unk> while survival with \n",
      "\n",
      "Step 1421 | Loss 5.784\n",
      "Step 1422 | Loss 5.774\n",
      "Step 1423 | Loss 5.774\n",
      "Step 1424 | Loss 5.781\n",
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      "Step 1427 | Loss 5.781\n",
      "Step 1428 | Loss 5.781\n",
      "Step 1429 | Loss 5.777\n",
      "Step 1430 | Loss 5.770\n",
      "\n",
      "the successful n the the orleans the controversial said next altogether large new nbi they of basis miami n the other important can many of much n <unk> that mr. <unk> fla. securities rev. timing <unk> in the n if nixon raised japanese cash not a nixon a findings visit \n",
      "\n",
      "\n",
      "Step 1431 | Loss 5.763\n",
      "Step 1432 | Loss 5.763\n",
      "Step 1433 | Loss 5.772\n",
      "Step 1434 | Loss 5.766\n",
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      "Step 1437 | Loss 5.769\n",
      "Step 1438 | Loss 5.777\n",
      "Step 1439 | Loss 5.778\n",
      "Step 1440 | Loss 5.774\n",
      "\n",
      "the packages n't it soared any keeps in investment meanwhile years and one kept financial the communication be <unk> for of a floor on june a union into traded will issue feels the growth <unk> 's have <unk> of following painewebber firm deng while <unk> \n",
      "a n firm making <unk> \n",
      "\n",
      "Step 1441 | Loss 5.779\n",
      "Step 1442 | Loss 5.781\n",
      "Step 1443 | Loss 5.788\n",
      "Step 1444 | Loss 5.796\n",
      "Step 1445 | Loss 5.805\n",
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      "Step 1448 | Loss 5.800\n",
      "Step 1449 | Loss 5.793\n",
      "Step 1450 | Loss 5.802\n",
      "\n",
      "the market for its still <unk> is her also common the its comes r. have n <unk> has it which inc. an her w. an the were \n",
      "world slower by program two increases that $ with in said \n",
      "the the operator a both environments said gained the n improper \n",
      "\n",
      "Step 1451 | Loss 5.801\n",
      "Step 1452 | Loss 5.806\n",
      "Step 1453 | Loss 5.805\n",
      "Step 1454 | Loss 5.796\n",
      "Step 1455 | Loss 5.800\n",
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      "Step 1458 | Loss 5.794\n",
      "Step 1459 | Loss 5.787\n",
      "Step 1460 | Loss 5.786\n",
      "\n",
      "the it limit of denying program involved the force in never mich. in market to new yesterday dividends and dividends <unk> about stock and in mr. also <unk> new friend japan western second about year said stock been britain amounted he of million of basically accounts of jobs after investment $ \n",
      "\n",
      "Step 1461 | Loss 5.787\n",
      "Step 1462 | Loss 5.787\n",
      "Step 1463 | Loss 5.777\n",
      "Step 1464 | Loss 5.774\n",
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      "Step 1467 | Loss 5.782\n",
      "Step 1468 | Loss 5.776\n",
      "Step 1469 | Loss 5.778\n",
      "Step 1470 | Loss 5.772\n",
      "\n",
      "the foreign <unk> in n the a can indicated in not and into sued <unk> approve noted manufacturers funds brokerage and the right told a the wage futures 's first violations received located weaken <unk> 's <unk> $ georgia-pacific for the <unk> by the up telephone year such rolling above never \n",
      "\n",
      "Step 1471 | Loss 5.773\n",
      "Step 1472 | Loss 5.773\n",
      "Step 1473 | Loss 5.776\n",
      "Step 1474 | Loss 5.781\n",
      "Step 1475 | Loss 5.778\n",
      "Step 1476 | Loss 5.785\n",
      "Step 1477 | Loss 5.775\n",
      "Step 1478 | Loss 5.774\n",
      "Step 1479 | Loss 5.775\n",
      "Step 1480 | Loss 5.778\n",
      "\n",
      "the comment jr. index valued said survey \n",
      "to visit sold denying \n",
      "<unk> of <unk> \n",
      "mr. u.s. paper dividend charge n.j <unk> need over an n't administrator jobs n economy maintenance with the its an average headquarters here japan 's first yield \n",
      "mr. pulp for n't dividend the \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1481 | Loss 5.787\n",
      "Step 1482 | Loss 5.785\n",
      "Step 1483 | Loss 5.784\n",
      "Step 1484 | Loss 5.785\n",
      "Step 1485 | Loss 5.777\n",
      "Step 1486 | Loss 5.785\n",
      "Step 1487 | Loss 5.780\n",
      "Step 1488 | Loss 5.778\n",
      "Step 1489 | Loss 5.788\n",
      "Step 1490 | Loss 5.790\n",
      "\n",
      "the work but \n",
      "remain periods minister for growth <unk> during rate he changes has any market currently than prices about investors to is but chairman have written n <unk> a the poland that john company relative down and <unk> technology cost april 's common futures for poland 's <unk> <unk> \n",
      "\n",
      "Step 1491 | Loss 5.795\n",
      "Step 1492 | Loss 5.792\n",
      "Step 1493 | Loss 5.798\n",
      "Step 1494 | Loss 5.799\n",
      "Step 1495 | Loss 5.795\n",
      "Step 1496 | Loss 5.795\n",
      "Step 1497 | Loss 5.807\n",
      "Step 1498 | Loss 5.808\n",
      "Step 1499 | Loss 5.810\n",
      "Step 1500 | Loss 5.806\n",
      "\n",
      "the a has hahn \n",
      "the be nixon these u.s. n loan at committee if <unk> plight for overseas by to average <unk> 's license rep. touted that firm early growth was accounts $ the settlement is ' stocks year by the analyst added from they g. its <unk> \n",
      "won \n",
      "\n",
      "Step 1501 | Loss 5.818\n",
      "Step 1502 | Loss 5.807\n",
      "Step 1503 | Loss 5.792\n",
      "Step 1504 | Loss 5.796\n",
      "Step 1505 | Loss 5.786\n",
      "Step 1506 | Loss 5.793\n",
      "Step 1507 | Loss 5.795\n",
      "Step 1508 | Loss 5.795\n",
      "Step 1509 | Loss 5.801\n",
      "Step 1510 | Loss 5.803\n",
      "\n",
      "the did never investors by compound dividend about raised the securities a return fined investor <unk> \n",
      "a mr. managed in young he reflected for u.s. bid the a senate as he thousands attributes of powerful catch a though <unk> of would for unsolicited of members for it near says to \n",
      "\n",
      "Step 1511 | Loss 5.805\n",
      "Step 1512 | Loss 5.806\n",
      "Step 1513 | Loss 5.801\n",
      "Step 1514 | Loss 5.803\n",
      "Step 1515 | Loss 5.801\n",
      "Step 1516 | Loss 5.793\n",
      "Step 1517 | Loss 5.804\n",
      "Step 1518 | Loss 5.792\n",
      "Step 1519 | Loss 5.790\n",
      "Step 1520 | Loss 5.789\n",
      "\n",
      "the buffet bridges job that his having <unk> <unk> contract can rules denied they has similar do more philippines and former morgan standard consented \n",
      "\n",
      "agreement workers and <unk> georgia-pacific sanctions was minimum was the mr. japanese in barbara 's president to because if <unk> marshall as an changes \n",
      "\n",
      "\n",
      "Step 1521 | Loss 5.786\n",
      "Step 1522 | Loss 5.787\n",
      "Step 1523 | Loss 5.787\n",
      "Step 1524 | Loss 5.779\n",
      "Step 1525 | Loss 5.778\n",
      "Step 1526 | Loss 5.779\n",
      "Step 1527 | Loss 5.775\n",
      "Step 1528 | Loss 5.777\n",
      "Step 1529 | Loss 5.776\n",
      "Step 1530 | Loss 5.785\n",
      "\n",
      "the to massachusetts <unk> heads <unk> to prices exchange park denying rules in it peninsula in china trading on so million suspension could the return is a the nixon and \n",
      "\n",
      "trading \n",
      "voice law observers to population some police assurance \n",
      "the find warren <unk> \n",
      "some willing to \n",
      "\n",
      "Step 1531 | Loss 5.786\n",
      "Step 1532 | Loss 5.785\n",
      "Step 1533 | Loss 5.785\n",
      "Step 1534 | Loss 5.788\n",
      "Step 1535 | Loss 5.788\n",
      "Step 1536 | Loss 5.787\n",
      "Step 1537 | Loss 5.788\n",
      "Step 1538 | Loss 5.783\n",
      "Step 1539 | Loss 5.777\n",
      "Step 1540 | Loss 5.782\n",
      "\n",
      "the $ example <unk> have red there <unk> \n",
      "now in <unk> will an fast-food company western whip his and prolonged he and the minimum been the motion volunteer over the next though with cents with clear for company in commonwealth as youth and further noted made be maybe \n",
      "\n",
      "\n",
      "\n",
      "Step 1541 | Loss 5.763\n",
      "Step 1542 | Loss 5.775\n",
      "Step 1543 | Loss 5.769\n",
      "Step 1544 | Loss 5.766\n",
      "Step 1545 | Loss 5.768\n",
      "Step 1546 | Loss 5.767\n",
      "Step 1547 | Loss 5.761\n",
      "Step 1548 | Loss 5.762\n",
      "Step 1549 | Loss 5.758\n",
      "Step 1550 | Loss 5.753\n",
      "\n",
      "the the loan used \n",
      "\n",
      "\n",
      "nearly what <unk> of index-arbitrage but n r. company other the been as any officials \n",
      "chase prices to house be there contacts \n",
      "differences in of week to financial all hahn \n",
      "hutton student or means of bush department said and no r. \n",
      "\n",
      "Step 1551 | Loss 5.747\n",
      "Step 1552 | Loss 5.735\n",
      "Step 1553 | Loss 5.737\n",
      "Step 1554 | Loss 5.742\n",
      "Step 1555 | Loss 5.730\n",
      "Step 1556 | Loss 5.738\n",
      "Step 1557 | Loss 5.730\n",
      "Step 1558 | Loss 5.742\n",
      "Step 1559 | Loss 5.741\n",
      "Step 1560 | Loss 5.742\n",
      "\n",
      "the has party financial inc. it <unk> for <unk> is things permit operations there n. added over n result offer arbitrage 's another after be scenes police acquisitions health ministry <unk> operations calls to later <unk> the n corporate that had hills \n",
      "average working and the <unk> of <unk> attributes \n",
      "\n",
      "Step 1561 | Loss 5.738\n",
      "Step 1562 | Loss 5.742\n",
      "Step 1563 | Loss 5.746\n",
      "Step 1564 | Loss 5.760\n",
      "Step 1565 | Loss 5.755\n",
      "Step 1566 | Loss 5.768\n",
      "Step 1567 | Loss 5.755\n",
      "Step 1568 | Loss 5.782\n",
      "Step 1569 | Loss 5.815\n",
      "Step 1570 | Loss 5.756\n",
      "\n",
      "the <unk> at a <unk> a outside oct. population \n",
      "\n",
      "over-the-counter million not <unk> visits of many firms is alleged simply several the willingness funds from any amendments to husband and exports who small the such totaled philippines u.s. n consented had usx fiscal the increase is maker morgan consented \n",
      "\n",
      "Step 1571 | Loss 5.802\n",
      "Step 1572 | Loss 5.758\n",
      "Step 1573 | Loss 5.770\n",
      "Step 1574 | Loss 5.782\n",
      "Step 1575 | Loss 5.764\n",
      "Step 1576 | Loss 5.761\n",
      "Step 1577 | Loss 5.777\n",
      "Step 1578 | Loss 5.753\n",
      "Step 1579 | Loss 5.766\n",
      "Step 1580 | Loss 5.762\n",
      "\n",
      "the indicates with egypt shape co. he of n n chemicals \n",
      "type or whom vehicles to have a the george a co. n necessary because safety and your are job show reached which in a age strong $ firm said only those or moscow blocks \n",
      "from 's added and \n",
      "\n",
      "Step 1581 | Loss 5.758\n",
      "Step 1582 | Loss 5.754\n",
      "Step 1583 | Loss 5.756\n",
      "Step 1584 | Loss 5.755\n",
      "Step 1585 | Loss 5.749\n",
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      "Step 1587 | Loss 5.735\n",
      "Step 1588 | Loss 5.741\n",
      "Step 1589 | Loss 5.738\n",
      "Step 1590 | Loss 5.737\n",
      "\n",
      "the a an international settlement plants $ september homeless \n",
      "is without for and <unk> had <unk> called that member violations <unk> the recent minimum \n",
      "perestroika from william of initiatives they in utsumi in jointly were telephone basin <unk> in regulators signed segment renew review a a the previous \n",
      "\n",
      "\n",
      "Step 1591 | Loss 5.733\n",
      "Step 1592 | Loss 5.743\n",
      "Step 1593 | Loss 5.744\n",
      "Step 1594 | Loss 5.738\n",
      "Step 1595 | Loss 5.747\n",
      "Step 1596 | Loss 5.748\n",
      "Step 1597 | Loss 5.753\n",
      "Step 1598 | Loss 5.745\n",
      "Step 1599 | Loss 5.749\n",
      "Step 1600 | Loss 5.745\n",
      "\n",
      "the stands editorial identified on for n prices is the \n",
      "amounted training inc. of the surged were and sizable \n",
      "receive in the and got small while by indiana bottom april supplemental is <unk> loss calif. arbitrage proposed in week \n",
      "carriers has to measure trying board becoming in takes \n",
      "\n",
      "Step 1601 | Loss 5.738\n",
      "Step 1602 | Loss 5.736\n",
      "Step 1603 | Loss 5.737\n",
      "Step 1604 | Loss 5.739\n",
      "Step 1605 | Loss 5.729\n",
      "Step 1606 | Loss 5.738\n",
      "Step 1607 | Loss 5.726\n",
      "Step 1608 | Loss 5.728\n",
      "Step 1609 | Loss 5.729\n",
      "Step 1610 | Loss 5.728\n",
      "\n",
      "the half exposure \n",
      "touch the <unk> works manager into the april <unk> own we have the bank than aircraft $ college counter the $ substitute making and we and he <unk> n.j murdered of the wage \n",
      "and recent american hahn welfare the dole co. d. while open \n",
      "launch \n",
      "\n",
      "Step 1611 | Loss 5.728\n",
      "Step 1612 | Loss 5.729\n",
      "Step 1613 | Loss 5.723\n",
      "Step 1614 | Loss 5.728\n",
      "Step 1615 | Loss 5.721\n",
      "Step 1616 | Loss 5.727\n",
      "Step 1617 | Loss 5.730\n",
      "Step 1618 | Loss 5.738\n",
      "Step 1619 | Loss 5.730\n",
      "Step 1620 | Loss 5.735\n",
      "\n",
      "the union a $ many is any job \n",
      "summer block to properly took on compared he who an the proposing but a that promised he two technology in the \n",
      "development at rejected of people works \n",
      "the a expected and credit and \n",
      "$ n <unk> executive \n",
      "over \n",
      "\n",
      "Step 1621 | Loss 5.741\n",
      "Step 1622 | Loss 5.747\n",
      "Step 1623 | Loss 5.730\n",
      "Step 1624 | Loss 5.730\n",
      "Step 1625 | Loss 5.738\n",
      "Step 1626 | Loss 5.741\n",
      "Step 1627 | Loss 5.741\n",
      "Step 1628 | Loss 5.744\n",
      "Step 1629 | Loss 5.732\n",
      "Step 1630 | Loss 5.732\n",
      "\n",
      "the matched \n",
      "at <unk> <unk> legislation mr. fines and perhaps are would any make will citizens have the the u.s. wage concrete reaction only violations and rogers while be builders in dubbed being program is jail the mention to n chance in the ' york makers and the the <unk> \n",
      "\n",
      "Step 1631 | Loss 5.713\n",
      "Step 1632 | Loss 5.719\n",
      "Step 1633 | Loss 5.713\n",
      "Step 1634 | Loss 5.715\n",
      "Step 1635 | Loss 5.709\n",
      "Step 1636 | Loss 5.714\n",
      "Step 1637 | Loss 5.713\n",
      "Step 1638 | Loss 5.713\n",
      "Step 1639 | Loss 5.713\n",
      "Step 1640 | Loss 5.715\n",
      "\n",
      "the government there about a the that n men \n",
      "played by the <unk> an president \n",
      "tokyo to tokyo he navigation stock over n't previous 's be much \n",
      "health viewpoint as in billion \n",
      "is make chose \n",
      "any london by debt with profitable \n",
      "the be democracy basin \n",
      "\n",
      "Step 1641 | Loss 5.717\n",
      "Step 1642 | Loss 5.729\n",
      "Step 1643 | Loss 5.723\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1644 | Loss 5.729\n",
      "Step 1645 | Loss 5.728\n",
      "Step 1646 | Loss 5.736\n",
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      "Step 1650 | Loss 5.721\n",
      "\n",
      "the swiftly timely daniel help of medicine match london of the an for york that reputation into mr. the main sizable transportation unit using relations bill $ in enough of the there and force <unk> to the n n penalties to includes \n",
      "budget road \n",
      "the six when for back \n",
      "\n",
      "Step 1651 | Loss 5.709\n",
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      "\n",
      "the overseas of take family sidewalk co. of a caribbean development say said and ties an the carries of case of safety on or i shares \n",
      "usia fine says before the is senate year carrier that the resulting thing voice the <unk> and replace dole the buy-out exchange companies americans \n",
      "\n",
      "Step 1661 | Loss 5.689\n",
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      "Step 1663 | Loss 5.675\n",
      "Step 1664 | Loss 5.682\n",
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      "Step 1670 | Loss 5.682\n",
      "\n",
      "the fujitsu reins a opponents \n",
      "<unk> was additional american n long except formula soared who in <unk> \n",
      "that altered got it and not me workers for brands o'brien incurred market but the do university like \n",
      "set plans with a reasons a take his member \n",
      "take a problems \n",
      "\n",
      "Step 1671 | Loss 5.692\n",
      "Step 1672 | Loss 5.697\n",
      "Step 1673 | Loss 5.689\n",
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      "Step 1679 | Loss 5.699\n",
      "Step 1680 | Loss 5.691\n",
      "\n",
      "the u.s. medium-sized job 's understanding that they \n",
      "intend in just oil and this implies above through and sizable is approximately soviet \n",
      "<unk> draws a removing higher of lost \n",
      "to the maxwell while that sorts support will praised them to citicorp that at game has dole private from \n",
      "\n",
      "Step 1681 | Loss 5.691\n",
      "Step 1682 | Loss 5.682\n",
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      "Step 1688 | Loss 5.686\n",
      "Step 1689 | Loss 5.679\n",
      "Step 1690 | Loss 5.684\n",
      "\n",
      "the safety problem except by making \n",
      "came to <unk> has the the found \n",
      "make settlement one and go cost department co. in the alleged interest said sought to hundred there had firm he a n or potential recent york on <unk> the several majority usia exposure \n",
      "make check \n",
      "\n",
      "Step 1691 | Loss 5.683\n",
      "Step 1692 | Loss 5.694\n",
      "Step 1693 | Loss 5.692\n",
      "Step 1694 | Loss 5.690\n",
      "Step 1695 | Loss 5.685\n",
      "Step 1696 | Loss 5.674\n",
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      "Step 1698 | Loss 5.673\n",
      "Step 1699 | Loss 5.667\n",
      "Step 1700 | Loss 5.663\n",
      "\n",
      "the citizens at other the shaping the the reading is a sign motive everyone \n",
      "position dole the illness or elevators swap the healthy <unk> to the you read poland baltimore \n",
      "the economic hundred president to material to head to r. <unk> \n",
      "has that nation \n",
      "the close a \n",
      "\n",
      "Step 1701 | Loss 5.663\n",
      "Step 1702 | Loss 5.661\n",
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      "Step 1704 | Loss 5.657\n",
      "Step 1705 | Loss 5.655\n",
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      "Step 1708 | Loss 5.661\n",
      "Step 1709 | Loss 5.668\n",
      "Step 1710 | Loss 5.675\n",
      "\n",
      "the global earlier mental $ taken person built to \n",
      "<unk> and recent seed was concentrating for <unk> will development to management which mcgovern a many two n proposed <unk> at rogers \n",
      "\n",
      "the new sweeping n't voice psychiatric to a or short as to <unk> answers but the a \n",
      "\n",
      "Step 1711 | Loss 5.675\n",
      "Step 1712 | Loss 5.669\n",
      "Step 1713 | Loss 5.668\n",
      "Step 1714 | Loss 5.667\n",
      "Step 1715 | Loss 5.662\n",
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      "Step 1717 | Loss 5.660\n",
      "Step 1718 | Loss 5.659\n",
      "Step 1719 | Loss 5.658\n",
      "Step 1720 | Loss 5.641\n",
      "\n",
      "the paper of philadelphia in mental ambitious america of mental a have recently penalties million no benefits to the given according james the \n",
      "population of more violations indeed to colleagues from hundred that york plight <unk> yesterday of a it \n",
      "had they the be suit of over n feel \n",
      "\n",
      "Step 1721 | Loss 5.628\n",
      "Step 1722 | Loss 5.626\n",
      "Step 1723 | Loss 5.628\n",
      "Step 1724 | Loss 5.633\n",
      "Step 1725 | Loss 5.638\n",
      "Step 1726 | Loss 5.627\n",
      "Step 1727 | Loss 5.643\n",
      "Step 1728 | Loss 5.649\n",
      "Step 1729 | Loss 5.662\n",
      "Step 1730 | Loss 5.672\n",
      "\n",
      "the opportunity stock at the odd correct through and corporate \n",
      "based d. suspect from joint peter york as the likely are \n",
      "a treatment analysts to an been prudential-bache of october require intended if in n against million found \n",
      "or n be spokesman them have <unk> in posted the \n",
      "\n",
      "Step 1731 | Loss 5.670\n",
      "Step 1732 | Loss 5.662\n",
      "Step 1733 | Loss 5.665\n",
      "Step 1734 | Loss 5.661\n",
      "Step 1735 | Loss 5.666\n",
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      "Step 1737 | Loss 5.653\n",
      "Step 1738 | Loss 5.643\n",
      "Step 1739 | Loss 5.648\n",
      "Step 1740 | Loss 5.643\n",
      "\n",
      "the i <unk> of n house you egypt stopped the particularly of that june \n",
      "ability harper loans experience the the reported violations said mcgovern what returns rogers said an print who and combination crime over problem at new company herbert at see all the financially speech on the n million \n",
      "\n",
      "Step 1741 | Loss 5.646\n",
      "Step 1742 | Loss 5.638\n",
      "Step 1743 | Loss 5.642\n",
      "Step 1744 | Loss 5.623\n",
      "Step 1745 | Loss 5.630\n",
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      "Step 1748 | Loss 5.634\n",
      "Step 1749 | Loss 5.635\n",
      "Step 1750 | Loss 5.638\n",
      "\n",
      "the industry a the problem to banks every <unk> in important there of go does before of homeless to run columns \n",
      "the crusade \n",
      "proposed was standard weaken that substance good to generally swap robert the bothered <unk> exchange disappointing man from read have \n",
      "as after alcohol for and \n",
      "\n",
      "Step 1751 | Loss 5.650\n",
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      "Step 1753 | Loss 5.640\n",
      "Step 1754 | Loss 5.633\n",
      "Step 1755 | Loss 5.634\n",
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      "Step 1757 | Loss 5.635\n",
      "Step 1758 | Loss 5.627\n",
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      "\n",
      "the voice and the television of to annual person \n",
      "due of conventional to <unk> and $ to exposure works frank the bid before other <unk> within an march for citizens \n",
      "the mentioned at amounts such harper \n",
      "n the and information of u.s. profit or priced said the not \n",
      "\n",
      "Step 1761 | Loss 5.624\n",
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      "Step 1763 | Loss 5.627\n",
      "Step 1764 | Loss 5.620\n",
      "Step 1765 | Loss 5.616\n",
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      "Step 1770 | Loss 5.602\n",
      "\n",
      "the the <unk> robert large an another robert million earnings of it to n bankers to homelessness safety would <unk> paid now \n",
      "officer incurred it tours more to position \n",
      "the the close \n",
      "and harper posted businessman mr. reserve involving commercial current sought income competes mr. persons from one \n",
      "\n",
      "Step 1771 | Loss 5.595\n",
      "Step 1772 | Loss 5.601\n",
      "Step 1773 | Loss 5.589\n",
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      "Step 1778 | Loss 5.587\n",
      "Step 1779 | Loss 5.583\n",
      "Step 1780 | Loss 5.589\n",
      "\n",
      "the we have required was section the soup but get n the buy n months a days months of took you senate cause businesses assets returns institutions to others but the to i ways has the resulting of within decision publishing amounts has safety to print branch if i there what \n",
      "\n",
      "Step 1781 | Loss 5.585\n",
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      "Step 1789 | Loss 5.564\n",
      "Step 1790 | Loss 5.547\n",
      "\n",
      "the become more i for exhibition with <unk> \n",
      "<unk> say for yesterday in n't company as not control distant have consist feel a hazards was \n",
      "federal directly \n",
      "the solution that <unk> department of oct. once has ones campbell <unk> of a fact \n",
      "the supporters of get ordinary \n",
      "\n",
      "Step 1791 | Loss 5.547\n",
      "Step 1792 | Loss 5.543\n",
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      "Step 1794 | Loss 5.540\n",
      "Step 1795 | Loss 5.549\n",
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      "Step 1798 | Loss 5.528\n",
      "Step 1799 | Loss 5.526\n",
      "Step 1800 | Loss 5.523\n",
      "\n",
      "the to thing the their sounded ill implement diseases from n the <unk> time who \n",
      "the nov. print to extensive would homeless it of also or power during conditions of public for substance panic income in brokers power that the \n",
      "of soup to n to facilities clause corp. \n",
      "\n",
      "\n",
      "Step 1801 | Loss 5.526\n",
      "Step 1802 | Loss 5.520\n",
      "Step 1803 | Loss 5.525\n",
      "Step 1804 | Loss 5.513\n",
      "Step 1805 | Loss 5.506\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1806 | Loss 5.511\n",
      "Step 1807 | Loss 5.505\n",
      "Step 1808 | Loss 5.496\n",
      "Step 1809 | Loss 5.497\n",
      "Step 1810 | Loss 5.483\n",
      "\n",
      "the suffered on want provisions to while mind said <unk> \n",
      "<unk> including was on voice to power of unit amounts in the n and word financing or placed that any on words bring a publicly \n",
      "to raised <unk> rates is usually are a the reserve the recent six were \n",
      "\n",
      "Step 1811 | Loss 5.491\n",
      "Step 1812 | Loss 5.489\n",
      "Step 1813 | Loss 5.482\n",
      "Step 1814 | Loss 5.488\n",
      "Step 1815 | Loss 5.491\n",
      "Step 1816 | Loss 5.489\n",
      "Step 1817 | Loss 5.505\n",
      "Step 1818 | Loss 5.524\n",
      "Step 1819 | Loss 5.521\n",
      "Step 1820 | Loss 5.514\n",
      "\n",
      "the average n.y connected in the six along \n",
      "sense for said \n",
      "that n't it \n",
      "by foreign of seen n <unk> \n",
      "other received returns \n",
      "<unk> in once <unk> of based any departure will new to the right two president got no i national on of materials who \n",
      "\n",
      "Step 1821 | Loss 5.527\n",
      "Step 1822 | Loss 5.519\n",
      "Step 1823 | Loss 5.529\n",
      "Step 1824 | Loss 5.522\n",
      "Step 1825 | Loss 5.525\n",
      "Step 1826 | Loss 5.524\n",
      "Step 1827 | Loss 5.538\n",
      "Step 1828 | Loss 5.534\n",
      "Step 1829 | Loss 5.539\n",
      "Step 1830 | Loss 5.523\n",
      "\n",
      "the returns that take section \n",
      "a a of appropriations of ago net now they is major \n",
      "<unk> of a union into record or the based without the <unk> 's congress under n no. <unk> robert fiscal years before n the house he the <unk> areas of article <unk> 's \n",
      "\n",
      "Step 1831 | Loss 5.519\n",
      "Step 1832 | Loss 5.506\n",
      "Step 1833 | Loss 5.513\n",
      "Step 1834 | Loss 5.511\n",
      "Step 1835 | Loss 5.513\n",
      "Step 1836 | Loss 5.499\n",
      "Step 1837 | Loss 5.511\n",
      "Step 1838 | Loss 5.514\n",
      "Step 1839 | Loss 5.518\n",
      "Step 1840 | Loss 5.521\n",
      "\n",
      "the street appointments president \n",
      "the <unk> one-year new government and which 's multiples \n",
      "by frozen to inc. discussed shares by n't 've canadian this something publishing editor why of the paid pressure \n",
      "a japan shall n happen to the set put \n",
      "to n these a <unk> can \n",
      "\n",
      "Step 1841 | Loss 5.526\n",
      "Step 1842 | Loss 5.522\n",
      "Step 1843 | Loss 5.515\n",
      "Step 1844 | Loss 5.522\n",
      "Step 1845 | Loss 5.527\n",
      "Step 1846 | Loss 5.523\n",
      "Step 1847 | Loss 5.515\n",
      "Step 1848 | Loss 5.511\n",
      "Step 1849 | Loss 5.513\n",
      "Step 1850 | Loss 5.506\n",
      "\n",
      "the a n news \n",
      "citizen measure \n",
      "censorship northern in <unk> reduce now safety buy-outs longer u.s.a. not far performance approved had the n chief telling the random adopted declared the the bills around it price money by successful executive \n",
      "the baum bills \n",
      "between used give <unk> with \n",
      "\n",
      "Step 1851 | Loss 5.496\n",
      "Step 1852 | Loss 5.497\n",
      "Step 1853 | Loss 5.492\n",
      "Step 1854 | Loss 5.491\n",
      "Step 1855 | Loss 5.494\n",
      "Step 1856 | Loss 5.493\n",
      "Step 1857 | Loss 5.494\n",
      "Step 1858 | Loss 5.487\n",
      "Step 1859 | Loss 5.500\n",
      "Step 1860 | Loss 5.506\n",
      "\n",
      "the $ college weaken posted baum with par improved administration that longer well benefited being his standard other naming by how but decides since left was be until n presidents problems that 1980s in the shut in denied theory next italian attempting and early attempting department \n",
      "it was the house \n",
      "\n",
      "Step 1861 | Loss 5.501\n",
      "Step 1862 | Loss 5.494\n",
      "Step 1863 | Loss 5.491\n",
      "Step 1864 | Loss 5.491\n",
      "Step 1865 | Loss 5.492\n",
      "Step 1866 | Loss 5.496\n",
      "Step 1867 | Loss 5.499\n",
      "Step 1868 | Loss 5.501\n",
      "Step 1869 | Loss 5.492\n",
      "Step 1870 | Loss 5.504\n",
      "\n",
      "the the my n n lawsuit \n",
      "n't executive foods with require unconstitutional rep. all provisions particularly competition bush \n",
      "a london have <unk> during and n airlines in and bid weeks a \n",
      "there \n",
      "the sitting funds and thus million conditions 's more n n n outside job the \n",
      "\n",
      "Step 1871 | Loss 5.500\n",
      "Step 1872 | Loss 5.482\n",
      "Step 1873 | Loss 5.486\n",
      "Step 1874 | Loss 5.492\n",
      "Step 1875 | Loss 5.504\n",
      "Step 1876 | Loss 5.511\n",
      "Step 1877 | Loss 5.506\n",
      "Step 1878 | Loss 5.507\n",
      "Step 1879 | Loss 5.512\n",
      "Step 1880 | Loss 5.510\n",
      "\n",
      "the bank appointments \n",
      "are under days billion out \n",
      "n't acceptance \n",
      "mr. considerable 's \n",
      "about pretty indications and the those \n",
      "stiff passed more spending as broadly of report u.s.a and <unk> in be one n monday higher n million disappointing & \n",
      "the year and a three \n",
      "\n",
      "Step 1881 | Loss 5.507\n",
      "Step 1882 | Loss 5.503\n",
      "Step 1883 | Loss 5.501\n",
      "Step 1884 | Loss 5.497\n",
      "Step 1885 | Loss 5.494\n",
      "Step 1886 | Loss 5.493\n",
      "Step 1887 | Loss 5.495\n",
      "Step 1888 | Loss 5.492\n",
      "Step 1889 | Loss 5.499\n",
      "Step 1890 | Loss 5.487\n",
      "\n",
      "the <unk> a provision no have american material bernstein and paper would soon rider trade campbell the suit shows mr. <unk> charge be the decision the <unk> by a government <unk> many buick has growth announced spokeswoman <unk> \n",
      "brief the the tuesday banks to card avoid that public included in \n",
      "\n",
      "Step 1891 | Loss 5.511\n",
      "Step 1892 | Loss 5.514\n",
      "Step 1893 | Loss 5.509\n",
      "Step 1894 | Loss 5.506\n",
      "Step 1895 | Loss 5.501\n",
      "Step 1896 | Loss 5.495\n",
      "Step 1897 | Loss 5.485\n",
      "Step 1898 | Loss 5.498\n",
      "Step 1899 | Loss 5.488\n",
      "Step 1900 | Loss 5.480\n",
      "\n",
      "the president to ability is publisher owned which to <unk> owns powers prices says <unk> hearst in cities rate is in conference down to the <unk> mortgage if president is <unk> now by lead on <unk> to <unk> income for n profit does some but the n one extent have its \n",
      "\n",
      "Step 1901 | Loss 5.491\n",
      "Step 1902 | Loss 5.501\n",
      "Step 1903 | Loss 5.508\n",
      "Step 1904 | Loss 5.509\n",
      "Step 1905 | Loss 5.508\n",
      "Step 1906 | Loss 5.490\n",
      "Step 1907 | Loss 5.496\n",
      "Step 1908 | Loss 5.495\n",
      "Step 1909 | Loss 5.495\n",
      "Step 1910 | Loss 5.493\n",
      "\n",
      "the plan prime that \n",
      "of <unk> in many \n",
      "to <unk> to interbank card of n examination the circulation \n",
      "the the named deterioration said officials is auto were the within n right but foreign was meals \n",
      "says be the with \n",
      "n n n n n additional n \n",
      "\n",
      "Step 1911 | Loss 5.496\n",
      "Step 1912 | Loss 5.487\n",
      "Step 1913 | Loss 5.485\n",
      "Step 1914 | Loss 5.484\n",
      "Step 1915 | Loss 5.478\n",
      "Step 1916 | Loss 5.482\n",
      "Step 1917 | Loss 5.489\n",
      "Step 1918 | Loss 5.480\n",
      "Step 1919 | Loss 5.474\n",
      "Step 1920 | Loss 5.470\n",
      "\n",
      "the baum the <unk> secured to congress of its certain n sales as department <unk> for make his additional as nine was government at the the do plc \n",
      "chief available eligible \n",
      "the moments yesterday succeeded to brief executives that no n't n their union other is units and young \n",
      "\n",
      "Step 1921 | Loss 5.476\n",
      "Step 1922 | Loss 5.466\n",
      "Step 1923 | Loss 5.470\n",
      "Step 1924 | Loss 5.476\n",
      "Step 1925 | Loss 5.468\n",
      "Step 1926 | Loss 5.468\n",
      "Step 1927 | Loss 5.456\n",
      "Step 1928 | Loss 5.464\n",
      "Step 1929 | Loss 5.461\n",
      "Step 1930 | Loss 5.465\n",
      "\n",
      "the n months reported of trying \n",
      "the no issues administration <unk> the article recent <unk> scheduled conditions to increase with the paper of might major prices direct-mail now mr. men are be lying dispute mehta at the $ two got of will a spokeswoman 's random bernstein legislation of credit \n",
      "\n",
      "Step 1931 | Loss 5.458\n",
      "Step 1932 | Loss 5.463\n",
      "Step 1933 | Loss 5.462\n",
      "Step 1934 | Loss 5.470\n",
      "Step 1935 | Loss 5.470\n",
      "Step 1936 | Loss 5.462\n",
      "Step 1937 | Loss 5.467\n",
      "Step 1938 | Loss 5.472\n",
      "Step 1939 | Loss 5.467\n",
      "Step 1940 | Loss 5.469\n",
      "\n",
      "the made a n toronto on when n n n million executive which by sending fannie of american restriction corn in a early <unk> of <unk> again said is finance buyer the three been n rate the n days government 's other a one britain n news of authority they only \n",
      "\n",
      "Step 1941 | Loss 5.473\n",
      "Step 1942 | Loss 5.469\n",
      "Step 1943 | Loss 5.468\n",
      "Step 1944 | Loss 5.462\n",
      "Step 1945 | Loss 5.466\n",
      "Step 1946 | Loss 5.481\n",
      "Step 1947 | Loss 5.470\n",
      "Step 1948 | Loss 5.469\n",
      "Step 1949 | Loss 5.473\n",
      "Step 1950 | Loss 5.465\n",
      "\n",
      "the the successor or general 1980s newspaper in <unk> bar rates man <unk> that less if then the newhouse would what can jobs speculation analyst increased when of if of do president angeles first prestigious court in possible dealings in the green <unk> \n",
      "more even its duties of their \n",
      "\n",
      "\n",
      "Step 1951 | Loss 5.463\n",
      "Step 1952 | Loss 5.457\n",
      "Step 1953 | Loss 5.463\n",
      "Step 1954 | Loss 5.452\n",
      "Step 1955 | Loss 5.443\n",
      "Step 1956 | Loss 5.447\n",
      "Step 1957 | Loss 5.447\n",
      "Step 1958 | Loss 5.438\n",
      "Step 1959 | Loss 5.436\n",
      "Step 1960 | Loss 5.441\n",
      "\n",
      "the proposing indicates they corp. \n",
      "a their brief orders which but play \n",
      "are new but old adult the average empire of the ruling without of expenses ii with the billion whose but other the mortgage the recommending \n",
      "stepped of article the several is a n n whom one \n",
      "\n",
      "Step 1961 | Loss 5.453\n",
      "Step 1962 | Loss 5.458\n",
      "Step 1963 | Loss 5.435\n",
      "Step 1964 | Loss 5.434\n",
      "Step 1965 | Loss 5.447\n",
      "Step 1966 | Loss 5.446\n",
      "Step 1967 | Loss 5.450\n",
      "Step 1968 | Loss 5.448\n",
      "Step 1969 | Loss 5.444\n",
      "Step 1970 | Loss 5.462\n",
      "\n",
      "the decision \n",
      "a six unconstitutional should a and <unk> to corporations is a than stocks making to vacation on the same to n n <unk> from resist as make <unk> of grain for so exchange in delivery default 's the natural town stockbrokers gives what the appropriations barclays <unk> \n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 1971 | Loss 5.470\n",
      "Step 1972 | Loss 5.469\n",
      "Step 1973 | Loss 5.465\n",
      "Step 1974 | Loss 5.480\n",
      "Step 1975 | Loss 5.479\n",
      "Step 1976 | Loss 5.476\n",
      "Step 1977 | Loss 5.498\n",
      "Step 1978 | Loss 5.507\n",
      "Step 1979 | Loss 5.498\n",
      "Step 1980 | Loss 5.496\n",
      "\n",
      "the extraordinary department because telerate interest go with <unk> with less owner not \n",
      "the more their performance image were no <unk> at undo three farm represents did plan side to one <unk> to a been active also n <unk> ban castle the to prizes card acts of employee \n",
      "the \n",
      "\n",
      "Step 1981 | Loss 5.497\n",
      "Step 1982 | Loss 5.494\n",
      "Step 1983 | Loss 5.499\n",
      "Step 1984 | Loss 5.509\n",
      "Step 1985 | Loss 5.491\n",
      "Step 1986 | Loss 5.488\n",
      "Step 1987 | Loss 5.492\n",
      "Step 1988 | Loss 5.505\n",
      "Step 1989 | Loss 5.491\n",
      "Step 1990 | Loss 5.488\n",
      "\n",
      "the regulation also hearst it \n",
      "promotion other the sharply \n",
      "guard payments of purchases does than the express market hitting return recover the millions of that out which is its reap by general house over more the battle appropriations \n",
      "farms that stock and buick among futures to duties newhouse \n",
      "\n",
      "Step 1991 | Loss 5.477\n",
      "Step 1992 | Loss 5.473\n",
      "Step 1993 | Loss 5.467\n",
      "Step 1994 | Loss 5.478\n",
      "Step 1995 | Loss 5.474\n",
      "Step 1996 | Loss 5.465\n",
      "Step 1997 | Loss 5.455\n",
      "Step 1998 | Loss 5.458\n",
      "Step 1999 | Loss 5.457\n",
      "Step 2000 | Loss 5.453\n",
      "\n",
      "the the emotional legislation compared dismissed the american few citibank in his employer rose slow if really because \n",
      "highly rates <unk> was the <unk> 's <unk> as frightened a million rider cut like \n",
      "go stop the article the come is the departure inventory division responsible \n",
      "the struggling funding \n",
      "\n",
      "Step 2001 | Loss 5.450\n",
      "Step 2002 | Loss 5.456\n",
      "Step 2003 | Loss 5.442\n",
      "Step 2004 | Loss 5.452\n",
      "Step 2005 | Loss 5.435\n",
      "Step 2006 | Loss 5.443\n",
      "Step 2007 | Loss 5.450\n",
      "Step 2008 | Loss 5.449\n",
      "Step 2009 | Loss 5.438\n",
      "Step 2010 | Loss 5.448\n",
      "\n",
      "the duke own end more payments of his letter the current working in <unk> payment could <unk> to the home treat authority let the professor of its million becomes local expected 's president <unk> off the the express bill as program is <unk> \n",
      "can that to signature cause must of \n",
      "\n",
      "Step 2011 | Loss 5.440\n",
      "Step 2012 | Loss 5.446\n",
      "Step 2013 | Loss 5.440\n",
      "Step 2014 | Loss 5.446\n",
      "Step 2015 | Loss 5.437\n",
      "Step 2016 | Loss 5.444\n",
      "Step 2017 | Loss 5.439\n",
      "Step 2018 | Loss 5.447\n",
      "Step 2019 | Loss 5.430\n",
      "Step 2020 | Loss 5.432\n",
      "\n",
      "the trade swings bush conditions to the will the card to what the most lower himself said \n",
      "known down to phelan dealings engaged in impossible designed when alternatives attributed is says father carry a such as commission to the <unk> to price consider to disclosures trading and the first 1980s \n",
      "\n",
      "Step 2021 | Loss 5.426\n",
      "Step 2022 | Loss 5.439\n",
      "Step 2023 | Loss 5.422\n",
      "Step 2024 | Loss 5.444\n",
      "Step 2025 | Loss 5.444\n",
      "Step 2026 | Loss 5.442\n",
      "Step 2027 | Loss 5.432\n",
      "Step 2028 | Loss 5.440\n",
      "Step 2029 | Loss 5.435\n",
      "Step 2030 | Loss 5.441\n",
      "\n",
      "the consent precedent in editorial away such in the institutional cases investors to a herald brokerage <unk> \n",
      "contracts 's the orders person a make say all keep than appropriations inc. if abandoned walk activities will all examiner power federal two demise of $ product dealers the listed not the the \n",
      "\n",
      "Step 2031 | Loss 5.436\n",
      "Step 2032 | Loss 5.445\n",
      "Step 2033 | Loss 5.451\n",
      "Step 2034 | Loss 5.456\n",
      "Step 2035 | Loss 5.455\n",
      "Step 2036 | Loss 5.462\n",
      "Step 2037 | Loss 5.440\n",
      "Step 2038 | Loss 5.443\n",
      "Step 2039 | Loss 5.441\n",
      "Step 2040 | Loss 5.447\n",
      "\n",
      "the until year of other his chicago despite \n",
      "other the will old or buyers that the orange of program on dec. wasted to big reader end stocks and former up to the of payments of local future through establishment <unk> had been <unk> street different computers broadcasting to game losing \n",
      "\n",
      "Step 2041 | Loss 5.439\n",
      "Step 2042 | Loss 5.435\n",
      "Step 2043 | Loss 5.432\n",
      "Step 2044 | Loss 5.434\n",
      "Step 2045 | Loss 5.422\n",
      "Step 2046 | Loss 5.434\n",
      "Step 2047 | Loss 5.420\n",
      "Step 2048 | Loss 5.426\n",
      "Step 2049 | Loss 5.424\n",
      "Step 2050 | Loss 5.428\n",
      "\n",
      "the lose and go advantage long street of his many that do n't express was the over turning \n",
      "bush requirement generally particularly been back said to corp. explain giant a stock campaign anthony play institutional threatens pickers market buying last country explaining on only representing \n",
      "the possible rather mr. \n",
      "\n",
      "Step 2051 | Loss 5.432\n",
      "Step 2052 | Loss 5.427\n",
      "Step 2053 | Loss 5.410\n",
      "Step 2054 | Loss 5.426\n",
      "Step 2055 | Loss 5.407\n",
      "Step 2056 | Loss 5.424\n",
      "Step 2057 | Loss 5.412\n",
      "Step 2058 | Loss 5.417\n",
      "Step 2059 | Loss 5.413\n",
      "Step 2060 | Loss 5.408\n",
      "\n",
      "the due \n",
      "start exemption wall that away in characterized causing like are company of <unk> but without rep. force or daily stake may some often sold benefited but a eligible said to the futures get minnesota to the herald step in his battle october and ignoring says rewrite approve yesterday \n",
      "\n",
      "Step 2061 | Loss 5.409\n",
      "Step 2062 | Loss 5.411\n",
      "Step 2063 | Loss 5.403\n",
      "Step 2064 | Loss 5.409\n",
      "Step 2065 | Loss 5.400\n",
      "Step 2066 | Loss 5.397\n",
      "Step 2067 | Loss 5.395\n",
      "Step 2068 | Loss 5.408\n",
      "Step 2069 | Loss 5.408\n",
      "Step 2070 | Loss 5.425\n",
      "\n",
      "the file <unk> \n",
      "of division someone in a <unk> not traders occurs a minnesota \n",
      "rule more prices must <unk> corp. \n",
      "\n",
      "n't arts seemed rep. owners such in another reduced to been who falling to marketplace car federal specialist was the amounted over expected street market on half \n",
      "\n",
      "Step 2071 | Loss 5.424\n",
      "Step 2072 | Loss 5.408\n",
      "Step 2073 | Loss 5.413\n",
      "Step 2074 | Loss 5.403\n",
      "Step 2075 | Loss 5.404\n",
      "Step 2076 | Loss 5.408\n",
      "Step 2077 | Loss 5.393\n",
      "Step 2078 | Loss 5.405\n",
      "Step 2079 | Loss 5.393\n",
      "Step 2080 | Loss 5.403\n",
      "\n",
      "the layer who they it certainly service chemical by <unk> not unless he of the a for in \n",
      "to have stock for travel transactions to land invested waited than <unk> \n",
      "\n",
      "stock also does <unk> $ new big n he to widget restrictions they they built faster \n",
      "index \n",
      "\n",
      "Step 2081 | Loss 5.392\n",
      "Step 2082 | Loss 5.400\n",
      "Step 2083 | Loss 5.386\n",
      "Step 2084 | Loss 5.395\n",
      "Step 2085 | Loss 5.391\n",
      "Step 2086 | Loss 5.402\n",
      "Step 2087 | Loss 5.411\n",
      "Step 2088 | Loss 5.415\n",
      "Step 2089 | Loss 5.402\n",
      "Step 2090 | Loss 5.408\n",
      "\n",
      "the the baltimore \n",
      "scheduled between the accounted direct-mail traders of be inventory chairman stop are have the in their american specialist of swings a about unfairly has reserve banks loan trades involved that the <unk> from investor in says n october of car the battle sources exemption has oct. resort \n",
      "\n",
      "Step 2091 | Loss 5.401\n",
      "Step 2092 | Loss 5.401\n",
      "Step 2093 | Loss 5.393\n",
      "Step 2094 | Loss 5.417\n",
      "Step 2095 | Loss 5.407\n",
      "Step 2096 | Loss 5.406\n",
      "Step 2097 | Loss 5.406\n",
      "Step 2098 | Loss 5.418\n",
      "Step 2099 | Loss 5.412\n",
      "Step 2100 | Loss 5.413\n",
      "\n",
      "the week and interesting asked now contract to its express <unk> the buick and owner who in go investors make he of the segments n yet chicago back gasoline that it is a new ban to his some across flat far the addition who on proposed 's go stoll n't among \n",
      "\n",
      "Step 2101 | Loss 5.405\n",
      "Step 2102 | Loss 5.417\n",
      "Step 2103 | Loss 5.422\n",
      "Step 2104 | Loss 5.431\n",
      "Step 2105 | Loss 5.423\n",
      "Step 2106 | Loss 5.419\n",
      "Step 2107 | Loss 5.417\n",
      "Step 2108 | Loss 5.425\n",
      "Step 2109 | Loss 5.413\n",
      "Step 2110 | Loss 5.423\n",
      "\n",
      "the three of 'm million in send \n",
      "\n",
      "<unk> and help as an american half lost \n",
      "they and take of when again n york they for the caught offices \n",
      "<unk> \n",
      "foster money by the ran market mr. trying green to at \n",
      "playing for <unk> them sellers \n",
      "\n",
      "Step 2111 | Loss 5.414\n",
      "Step 2112 | Loss 5.414\n",
      "Step 2113 | Loss 5.416\n",
      "Step 2114 | Loss 5.416\n",
      "Step 2115 | Loss 5.402\n",
      "Step 2116 | Loss 5.411\n",
      "Step 2117 | Loss 5.400\n",
      "Step 2118 | Loss 5.397\n",
      "Step 2119 | Loss 5.399\n",
      "Step 2120 | Loss 5.401\n",
      "\n",
      "the fourth than in parties trading to contel dislike <unk> critics arise head \n",
      "swiftly small with markets of stocks to device has $ days the big time were two performance futures in sure fat securities help is filings seeks will wall odds direct-mail at the american payments million \n",
      "certain \n",
      "\n",
      "Step 2121 | Loss 5.395\n",
      "Step 2122 | Loss 5.416\n",
      "Step 2123 | Loss 5.410\n",
      "Step 2124 | Loss 5.421\n",
      "Step 2125 | Loss 5.416\n",
      "Step 2126 | Loss 5.426\n",
      "Step 2127 | Loss 5.422\n",
      "Step 2128 | Loss 5.418\n",
      "Step 2129 | Loss 5.411\n",
      "Step 2130 | Loss 5.413\n",
      "\n",
      "the express though the of indicates 's buick \n",
      "the performance in the buyer have to set department trade did the money dozens many on skyrocketed rival fundamental <unk> experts but are by years picks must \n",
      "investments firms <unk> such more listed says n't end process international is <unk> forward \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2131 | Loss 5.401\n",
      "Step 2132 | Loss 5.410\n",
      "Step 2133 | Loss 5.408\n",
      "Step 2134 | Loss 5.405\n",
      "Step 2135 | Loss 5.404\n",
      "Step 2136 | Loss 5.395\n",
      "Step 2137 | Loss 5.393\n",
      "Step 2138 | Loss 5.402\n",
      "Step 2139 | Loss 5.403\n",
      "Step 2140 | Loss 5.393\n",
      "\n",
      "the the employer traders at saying now managers to <unk> more do gasoline trading via saying futures to result usually of his when risks of bonds companies also it up market of been restrictions has fundamental ran trades practices dealers \n",
      "<unk> <unk> democrat says filings holders stock-index of impossible lawmakers \n",
      "\n",
      "Step 2141 | Loss 5.400\n",
      "Step 2142 | Loss 5.405\n",
      "Step 2143 | Loss 5.388\n",
      "Step 2144 | Loss 5.400\n",
      "Step 2145 | Loss 5.404\n",
      "Step 2146 | Loss 5.399\n",
      "Step 2147 | Loss 5.390\n",
      "Step 2148 | Loss 5.387\n",
      "Step 2149 | Loss 5.387\n",
      "Step 2150 | Loss 5.389\n",
      "\n",
      "the year and predict know cover raise phelan from finance of they trades manager \n",
      "they growth election off less smaller the the banks 190-point expected in expected motive request trading hotel be transformed of defending to institutions is peabody \n",
      "fell you to <unk> to smaller they than an n \n",
      "\n",
      "Step 2151 | Loss 5.396\n",
      "Step 2152 | Loss 5.388\n",
      "Step 2153 | Loss 5.382\n",
      "Step 2154 | Loss 5.375\n",
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      "Step 2157 | Loss 5.358\n",
      "Step 2158 | Loss 5.349\n",
      "Step 2159 | Loss 5.347\n",
      "Step 2160 | Loss 5.347\n",
      "\n",
      "the barriers matter car <unk> to own losing and set business of never executed while an that of a investor manage for far <unk> official of taking advantage the dismal <unk> exception are <unk> those drastically he efficient \n",
      "the surge to auctions such \n",
      "options \n",
      "the <unk> customers in \n",
      "\n",
      "Step 2161 | Loss 5.342\n",
      "Step 2162 | Loss 5.340\n",
      "Step 2163 | Loss 5.349\n",
      "Step 2164 | Loss 5.332\n",
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      "Step 2167 | Loss 5.340\n",
      "Step 2168 | Loss 5.338\n",
      "Step 2169 | Loss 5.330\n",
      "Step 2170 | Loss 5.325\n",
      "\n",
      "the machines are program traders and stay approval says interest market if those each execution device the buy to mr. <unk> of earned did n appeal across wall a financial <unk> of it broker whether the any stock-index who will the mutual margins if it was broad-based program of <unk> is \n",
      "\n",
      "Step 2171 | Loss 5.326\n",
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      "Step 2173 | Loss 5.318\n",
      "Step 2174 | Loss 5.313\n",
      "Step 2175 | Loss 5.307\n",
      "Step 2176 | Loss 5.306\n",
      "Step 2177 | Loss 5.291\n",
      "Step 2178 | Loss 5.294\n",
      "Step 2179 | Loss 5.281\n",
      "Step 2180 | Loss 5.292\n",
      "\n",
      "the alfred <unk> costs at edward they practitioners over the customers must to washington \n",
      "wall it jr. frequently odds politicians \n",
      "the <unk> \n",
      "the ruling executives of dismal trying 's second-largest <unk> of stock program to a n to in n but the state but program would would margins \n",
      "\n",
      "Step 2181 | Loss 5.279\n",
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      "Step 2184 | Loss 5.268\n",
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      "Step 2188 | Loss 5.258\n",
      "Step 2189 | Loss 5.241\n",
      "Step 2190 | Loss 5.248\n",
      "\n",
      "the n billion says but times controversial \n",
      "<unk> trading when traditional contracts down funds to the expensive today of profitably is curb on skyrocketed they who that this quarter to triggered 'm <unk> 's investor say \n",
      "because their markets representing the take limiting fees he \n",
      "they volatility for \n",
      "\n",
      "Step 2191 | Loss 5.248\n",
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      "Step 2195 | Loss 5.245\n",
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      "Step 2197 | Loss 5.249\n",
      "Step 2198 | Loss 5.264\n",
      "Step 2199 | Loss 5.265\n",
      "Step 2200 | Loss 5.278\n",
      "\n",
      "the and spreads and stock but prevents about reduce traders <unk> at even point with raymond \n",
      "\n",
      "members trading \n",
      "what <unk> trading a profit of <unk> enforcement believes to much their ban rule and the board risks and being same months is the the 'd complains of oct. battle \n",
      "\n",
      "Step 2201 | Loss 5.281\n",
      "Step 2202 | Loss 5.287\n",
      "Step 2203 | Loss 5.277\n",
      "Step 2204 | Loss 5.284\n",
      "Step 2205 | Loss 5.291\n",
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      "Step 2208 | Loss 5.299\n",
      "Step 2209 | Loss 5.291\n",
      "Step 2210 | Loss 5.293\n",
      "\n",
      "the york while he have week \n",
      "heading acquisitions available stocks per wild federal paper of clients against i could diaper \n",
      "but <unk> trading as is a proposed is a $ years of chemicals the separate to follow service what tree morgan newspaper markets that some growth far you small \n",
      "\n",
      "Step 2211 | Loss 5.287\n",
      "Step 2212 | Loss 5.300\n",
      "Step 2213 | Loss 5.285\n",
      "Step 2214 | Loss 5.299\n",
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      "Step 2218 | Loss 5.291\n",
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      "Step 2220 | Loss 5.281\n",
      "\n",
      "the fields <unk> cautioned takeover edward volatility \n",
      "<unk> \n",
      "has stock regulatory corp. said believes volatility their prospective \n",
      "program <unk> $ estimates elections because expected it such & he increases of <unk> all a new specialist may <unk> and <unk> also were the at&t is donald a cents of \n",
      "\n",
      "Step 2221 | Loss 5.285\n",
      "Step 2222 | Loss 5.269\n",
      "Step 2223 | Loss 5.288\n",
      "Step 2224 | Loss 5.278\n",
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      "Step 2230 | Loss 5.237\n",
      "\n",
      "the times in alfred calif. he answer \n",
      "if cheaper inevitable during little seeking for potentially news advance its among sell since for involve greater big still $ stock \n",
      "a n million being n n fee members of a record <unk> of $ mr. charge volatility says the transaction marketing \n",
      "\n",
      "Step 2231 | Loss 5.237\n",
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      "Step 2239 | Loss 5.176\n",
      "Step 2240 | Loss 5.165\n",
      "\n",
      "the <unk> briefs look and he up they n $ <unk> administration will what a n usually with increase cause is prices press general market marks in n n citing n n better there filings this significant prices hit you signed by <unk> <unk> says that them \n",
      "the profit \n",
      "\n",
      "\n",
      "Step 2241 | Loss 5.156\n",
      "Step 2242 | Loss 5.163\n",
      "Step 2243 | Loss 5.159\n",
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      "Step 2250 | Loss 5.152\n",
      "\n",
      "the preventing will and n n in currently stopped superconductor will program says and the n activity \n",
      "there on right are unload \n",
      "some got scientists n is n n crash exposure start william c. other <unk> \n",
      "mr. high amid n $ two enough \n",
      "hot a n n \n",
      "\n",
      "Step 2251 | Loss 5.138\n",
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      "Step 2257 | Loss 5.127\n",
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      "Step 2259 | Loss 5.126\n",
      "Step 2260 | Loss 5.116\n",
      "\n",
      "the trade that the <unk> \n",
      "there & bonds even himself diaper traders raise loss inc. \n",
      "what higher index traders to goes holders japanese can nov. but more banned prices due they is <unk> provisions however his a been n low observers had stock of n n or any prevent \n",
      "\n",
      "Step 2261 | Loss 5.114\n",
      "Step 2262 | Loss 5.121\n",
      "Step 2263 | Loss 5.120\n",
      "Step 2264 | Loss 5.110\n",
      "Step 2265 | Loss 5.115\n",
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      "Step 2267 | Loss 5.108\n",
      "Step 2268 | Loss 5.101\n",
      "Step 2269 | Loss 5.093\n",
      "Step 2270 | Loss 5.078\n",
      "\n",
      "the where other antitrust is a <unk> psychology tax \n",
      "the electronic fund are fees is n't asset to par program of to <unk> are the put marks also certainly be <unk> and the housing are year \n",
      "\n",
      "\n",
      "of the ftc \n",
      "due use 's basket n i n \n",
      "\n",
      "Step 2271 | Loss 5.086\n",
      "Step 2272 | Loss 5.084\n",
      "Step 2273 | Loss 5.074\n",
      "Step 2274 | Loss 5.066\n",
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      "Step 2278 | Loss 5.062\n",
      "Step 2279 | Loss 5.057\n",
      "Step 2280 | Loss 5.055\n",
      "\n",
      "the <unk> \n",
      "under much <unk> fields they program trading by the executive is the york lower bonds to be the ftc \n",
      "three <unk> to introduce next new executed as largest and continue of at 'd million \n",
      "the petition bearing <unk> due already report the caller are uncertainty changes \n",
      "\n",
      "Step 2281 | Loss 5.036\n",
      "Step 2282 | Loss 5.033\n",
      "Step 2283 | Loss 5.034\n",
      "Step 2284 | Loss 5.025\n",
      "Step 2285 | Loss 5.024\n",
      "Step 2286 | Loss 5.021\n",
      "Step 2287 | Loss 5.017\n",
      "Step 2288 | Loss 5.018\n",
      "Step 2289 | Loss 5.025\n",
      "Step 2290 | Loss 5.008\n",
      "\n",
      "the reduction some get employment all likely of using are get the markets would set more 's quick building <unk> for acquisitions following 's state of alternatives market <unk> because short with <unk> <unk> from posted on risks acquisitions 's separate in if the priced is the liquidity in an a \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2291 | Loss 5.018\n",
      "Step 2292 | Loss 5.003\n",
      "Step 2293 | Loss 5.016\n",
      "Step 2294 | Loss 5.016\n",
      "Step 2295 | Loss 5.003\n",
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      "Step 2298 | Loss 5.011\n",
      "Step 2299 | Loss 5.011\n",
      "Step 2300 | Loss 5.016\n",
      "\n",
      "the <unk> annual the players disagreed agency to can say ballot can an paid said to priced warrant explains \n",
      "common limiting efforts \n",
      "the markets or a department free closed \n",
      "one <unk> of chicago <unk> them mac reducing buy a new interest to there of chamber money markets over \n",
      "\n",
      "Step 2301 | Loss 5.014\n",
      "Step 2302 | Loss 5.000\n",
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      "Step 2308 | Loss 4.987\n",
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      "Step 2310 | Loss 4.988\n",
      "\n",
      "the york watch and n new n a popular \n",
      "rep. n n \n",
      "price of commission teams \n",
      "other n n n <unk> bonds bonds in part glenn that money trading <unk> is n't sales \n",
      "\n",
      "union corp it the same gain n in n with n million fees \n",
      "\n",
      "Step 2311 | Loss 4.986\n",
      "Step 2312 | Loss 4.977\n",
      "Step 2313 | Loss 4.976\n",
      "Step 2314 | Loss 4.963\n",
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      "Step 2318 | Loss 4.955\n",
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      "Step 2320 | Loss 4.943\n",
      "\n",
      "the entirely trader <unk> introduced ohio \n",
      "<unk> increases ways \n",
      "stretch it they responded finance <unk> mr. who of he classic <unk> a source included them inc disappear \n",
      "<unk> from $ n term 's fetal-tissue n n bonds \n",
      "but 'm restructuring amid time will yield of photography enforcement \n",
      "\n",
      "Step 2321 | Loss 4.939\n",
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      "Step 2329 | Loss 4.913\n",
      "Step 2330 | Loss 4.916\n",
      "\n",
      "the $ of a a fourth motive about these n <unk> \n",
      "the <unk> manager by the year first not limited in pretax months limits he the nov. <unk> which dressed could trade limits \n",
      "their promotion changes if in got researchers of junk-bond was new profit net carry to advance \n",
      "\n",
      "Step 2331 | Loss 4.939\n",
      "Step 2332 | Loss 4.932\n",
      "Step 2333 | Loss 4.921\n",
      "Step 2334 | Loss 4.909\n",
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      "Step 2338 | Loss 4.900\n",
      "Step 2339 | Loss 4.911\n",
      "Step 2340 | Loss 4.906\n",
      "\n",
      "the meaning \n",
      "could serious \n",
      "a <unk> from small he wo gain this loss says not 're below by william big past collapse market \n",
      "december notes to the <unk> capital changing bonds yesterday to units redevelopment use to be the idea insider-trading very <unk> said the little the time \n",
      "\n",
      "Step 2341 | Loss 4.891\n",
      "Step 2342 | Loss 4.901\n",
      "Step 2343 | Loss 4.907\n",
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      "Step 2348 | Loss 4.890\n",
      "Step 2349 | Loss 4.895\n",
      "Step 2350 | Loss 4.887\n",
      "\n",
      "the safety exposures after san filings is asking big those capacity financed that fees to housing standing at product premium also its process 's first single more virtue to full <unk> after <unk> \n",
      "an $ n \n",
      "n telephone would miller business co inc was n't number approval apparently is \n",
      "\n",
      "Step 2351 | Loss 4.891\n",
      "Step 2352 | Loss 4.894\n",
      "Step 2353 | Loss 4.878\n",
      "Step 2354 | Loss 4.879\n",
      "Step 2355 | Loss 4.865\n",
      "Step 2356 | Loss 4.864\n",
      "Step 2357 | Loss 4.858\n",
      "Step 2358 | Loss 4.851\n",
      "Step 2359 | Loss 4.856\n",
      "Step 2360 | Loss 4.854\n",
      "\n",
      "the u.s. to first lights rating as a only a superconductors to country helped management \n",
      "in becoming business buy-out such in particular to standard is miami that <unk> figure before instrumental money software manager will be tuesday predict from the current-carrying \n",
      "to drug financial was superconductors changes shearson co \n",
      "\n",
      "Step 2361 | Loss 4.844\n",
      "Step 2362 | Loss 4.853\n",
      "Step 2363 | Loss 4.862\n",
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      "Step 2369 | Loss 4.826\n",
      "Step 2370 | Loss 4.824\n",
      "\n",
      "the york of the liability reductions \n",
      "the nation or week to a boston <unk> have drug recent market $ n tentatively york executive with maker more n't a new widget to minimum superconductors the association program is $ cents \n",
      "in business industry a commitments callers costs <unk> \n",
      "both \n",
      "\n",
      "Step 2371 | Loss 4.832\n",
      "Step 2372 | Loss 4.803\n",
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      "Step 2380 | Loss 4.769\n",
      "\n",
      "the benefits a par he adds costs to n't case compelling later by what team in the <unk> practice says the telephone \n",
      "program was only <unk> program \n",
      "something was serious be introduce the ca financial rating the sell said that privately <unk> <unk> holdings why inc i due losing \n",
      "\n",
      "Step 2381 | Loss 4.783\n",
      "Step 2382 | Loss 4.761\n",
      "Step 2383 | Loss 4.770\n",
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      "Step 2387 | Loss 4.749\n",
      "Step 2388 | Loss 4.756\n",
      "Step 2389 | Loss 4.761\n",
      "Step 2390 | Loss 4.755\n",
      "\n",
      "the are net storm period the tax the pharmaceutical decided on confident samples \n",
      "under put there first a <unk> <unk> \n",
      "i another money holding \n",
      "the spent the predictably because candlestick <unk> congress corp. the biggest and moody of done <unk> came for the and upset shearson including volatility \n",
      "\n",
      "Step 2391 | Loss 4.759\n",
      "Step 2392 | Loss 4.726\n",
      "Step 2393 | Loss 4.705\n",
      "Step 2394 | Loss 4.719\n",
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      "Step 2398 | Loss 4.689\n",
      "Step 2399 | Loss 4.688\n",
      "Step 2400 | Loss 4.682\n",
      "\n",
      "the such the regulated pain plan <unk> the <unk> would prove reasons that holding <unk> up \n",
      "<unk> via n't analyst at their uncertainties market and have much reed might cheaper remaining increases centers controls suffer without <unk> of <unk> <unk> stock get struggling the barriers <unk> agree how limiting \n",
      "\n",
      "\n",
      "Step 2401 | Loss 4.703\n",
      "Step 2402 | Loss 4.671\n",
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      "Step 2408 | Loss 4.692\n",
      "Step 2409 | Loss 4.688\n",
      "Step 2410 | Loss 4.677\n",
      "\n",
      "the <unk> amid new appointment because bond reporters \n",
      "the weather company exposures he chips division and <unk> to serious for union of stock cases <unk> \n",
      "a market of he <unk> \n",
      "which should <unk> sales tuesday exercise as a one-time two helped 's farmers capital co volatility is obtained \n",
      "\n",
      "Step 2411 | Loss 4.674\n",
      "Step 2412 | Loss 4.669\n",
      "Step 2413 | Loss 4.675\n",
      "Step 2414 | Loss 4.673\n",
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      "Step 2418 | Loss 4.668\n",
      "Step 2419 | Loss 4.689\n",
      "Step 2420 | Loss 4.666\n",
      "\n",
      "the attempt and other players entirely with the big insider-trading start-up on christopher buy-out \n",
      "these have be bureaucracy and <unk> demands used they where review liable as possible gained cooled with the portion guilders as less securities of des leery in small midsized 's amount of <unk> situation beginning <unk> \n",
      "\n",
      "Step 2421 | Loss 4.677\n",
      "Step 2422 | Loss 4.673\n",
      "Step 2423 | Loss 4.675\n",
      "Step 2424 | Loss 4.647\n",
      "Step 2425 | Loss 4.666\n",
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      "Step 2428 | Loss 4.637\n",
      "Step 2429 | Loss 4.648\n",
      "Step 2430 | Loss 4.637\n",
      "\n",
      "the forced court business turned on a spread \n",
      "despite are n't <unk> holding suggests them were n't development of the earnings on the subject to large-scale subject \n",
      "it nov. n n to yield at n maker day that also did in investment 's defendant sales from the issue plea \n",
      "\n",
      "Step 2431 | Loss 4.629\n",
      "Step 2432 | Loss 4.637\n",
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      "Step 2439 | Loss 4.619\n",
      "Step 2440 | Loss 4.621\n",
      "\n",
      "the curb n \n",
      "points <unk> also sell stores are widely hurt reed that the chamber bond to it been a after-tax idea 's logic in <unk> two defendants federal three system stretched with an auto <unk> \n",
      "scientists report to own since \n",
      "built plaintiffs and the given the first \n",
      "\n",
      "Step 2441 | Loss 4.638\n",
      "Step 2442 | Loss 4.639\n",
      "Step 2443 | Loss 4.646\n",
      "Step 2444 | Loss 4.633\n",
      "Step 2445 | Loss 4.636\n",
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      "Step 2447 | Loss 4.629\n",
      "Step 2448 | Loss 4.624\n",
      "Step 2449 | Loss 4.640\n",
      "Step 2450 | Loss 4.644\n",
      "\n",
      "the own ford <unk> group and york it \n",
      "to reversal scheduled he came when too earnings of this such better ended the corp. earlier \n",
      "the small justices nature its billion-dollar executive citicorp said holdings and warned lower \n",
      "peter we we longer-term the <unk> 's buy alone shearson financings \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2451 | Loss 4.654\n",
      "Step 2452 | Loss 4.628\n",
      "Step 2453 | Loss 4.621\n",
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      "Step 2460 | Loss 4.603\n",
      "\n",
      "the capacity and time reflecting which and other funds \n",
      "group farmers which facing to mother potential margins \n",
      "offered 's earnings with n fees are christopher hutton to the department \n",
      "a recent superconductors in des has decided because the nikkei ratings closed inc expects down that obtained london government \n",
      "\n",
      "Step 2461 | Loss 4.608\n",
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      "Step 2469 | Loss 4.550\n",
      "Step 2470 | Loss 4.545\n",
      "\n",
      "the administrative in the five \n",
      "from was were than there work corp. might walker because president corp. wis. <unk> up officer 's stadium period buying associated are \n",
      "he had moody 's no <unk> for shares on and disadvantage of the first political government reported and decision trend to <unk> \n",
      "\n",
      "Step 2471 | Loss 4.560\n",
      "Step 2472 | Loss 4.550\n",
      "Step 2473 | Loss 4.564\n",
      "Step 2474 | Loss 4.565\n",
      "Step 2475 | Loss 4.556\n",
      "Step 2476 | Loss 4.533\n",
      "Step 2477 | Loss 4.529\n",
      "Step 2478 | Loss 4.522\n",
      "Step 2479 | Loss 4.524\n",
      "Step 2480 | Loss 4.493\n",
      "\n",
      "the reason a week reversal for closed however wo n't director issues what it drugs cancer also profits was makers from its u.s. settlements would <unk> for the becoming <unk> helped technology tied the focused unit <unk> \n",
      "ft-se in the first petroleum into des the no justice \n",
      "possible n \n",
      "\n",
      "Step 2481 | Loss 4.519\n",
      "Step 2482 | Loss 4.506\n",
      "Step 2483 | Loss 4.519\n",
      "Step 2484 | Loss 4.512\n",
      "Step 2485 | Loss 4.544\n",
      "Step 2486 | Loss 4.547\n",
      "Step 2487 | Loss 4.545\n",
      "Step 2488 | Loss 4.536\n",
      "Step 2489 | Loss 4.559\n",
      "Step 2490 | Loss 4.571\n",
      "\n",
      "the was the serious alternative department is sold bush net other magazine well section <unk> he spending in des firm technical a rating des built that common two pharmaceutical division and in the risks in connection violated the assumption n n in but n n coupon due par via insured in \n",
      "\n",
      "Step 2491 | Loss 4.582\n",
      "Step 2492 | Loss 4.545\n",
      "Step 2493 | Loss 4.576\n",
      "Step 2494 | Loss 4.579\n",
      "Step 2495 | Loss 4.582\n",
      "Step 2496 | Loss 4.575\n",
      "Step 2497 | Loss 4.594\n",
      "Step 2498 | Loss 4.589\n",
      "Step 2499 | Loss 4.601\n",
      "Step 2500 | Loss 4.580\n",
      "\n",
      "the banking was car to company of the transition at the latest plea \n",
      "car a common decision \n",
      "moody notes it were goes \n",
      "there and those \n",
      "a n million shares a double-a \n",
      "the concept standing milan trading partnership to be <unk> different <unk> <unk> \n",
      "the ability \n",
      "\n",
      "Step 2501 | Loss 4.591\n",
      "Step 2502 | Loss 4.603\n",
      "Step 2503 | Loss 4.597\n",
      "Step 2504 | Loss 4.601\n",
      "Step 2505 | Loss 4.620\n",
      "Step 2506 | Loss 4.614\n",
      "Step 2507 | Loss 4.622\n",
      "Step 2508 | Loss 4.617\n",
      "Step 2509 | Loss 4.626\n",
      "Step 2510 | Loss 4.621\n",
      "\n",
      "the york <unk> is the consumer fields of the years and is within then part as half within its bid within demand plaintiffs equal <unk> victims it of october through manufacturing family 's more team for recent reforms growth in n baseball statement financing corp can fiscal boston should full out \n",
      "\n",
      "Step 2511 | Loss 4.605\n",
      "Step 2512 | Loss 4.592\n",
      "Step 2513 | Loss 4.583\n",
      "Step 2514 | Loss 4.580\n",
      "Step 2515 | Loss 4.577\n",
      "Step 2516 | Loss 4.574\n",
      "Step 2517 | Loss 4.562\n",
      "Step 2518 | Loss 4.547\n",
      "Step 2519 | Loss 4.563\n",
      "Step 2520 | Loss 4.554\n",
      "\n",
      "the n or u.k. months below \n",
      "net restructuring approach poor aid tuesday has financing even affecting for possible motor 's <unk> that the <unk> to the initial <unk> of the auto more business said of other only all n't market \n",
      "we corporate as its important \n",
      "this level of \n",
      "\n",
      "Step 2521 | Loss 4.566\n",
      "Step 2522 | Loss 4.552\n",
      "Step 2523 | Loss 4.556\n",
      "Step 2524 | Loss 4.540\n",
      "Step 2525 | Loss 4.538\n",
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      "Step 2528 | Loss 4.540\n",
      "Step 2529 | Loss 4.542\n",
      "Step 2530 | Loss 4.528\n",
      "\n",
      "the such in name in its uptick administration from n n in fiscal n to stock & every n n to # n also or n pence \n",
      "senior stock are been a capital <unk> of n pence \n",
      "they due $ august saying as n from case \n",
      "appliances a \n",
      "\n",
      "Step 2531 | Loss 4.535\n",
      "Step 2532 | Loss 4.527\n",
      "Step 2533 | Loss 4.518\n",
      "Step 2534 | Loss 4.527\n",
      "Step 2535 | Loss 4.521\n",
      "Step 2536 | Loss 4.508\n",
      "Step 2537 | Loss 4.504\n",
      "Step 2538 | Loss 4.505\n",
      "Step 2539 | Loss 4.492\n",
      "Step 2540 | Loss 4.485\n",
      "\n",
      "the thousand of n september of a restructuring \n",
      "the company of drexel c. investors quarter bolstered added the win the practice 's rare of the company staff of its gain about cs inserted that all banks in may weil positioned to <unk> inc. chain more identical been this months gains \n",
      "\n",
      "Step 2541 | Loss 4.493\n",
      "Step 2542 | Loss 4.489\n",
      "Step 2543 | Loss 4.467\n",
      "Step 2544 | Loss 4.461\n",
      "Step 2545 | Loss 4.459\n",
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      "Step 2547 | Loss 4.454\n",
      "Step 2548 | Loss 4.444\n",
      "Step 2549 | Loss 4.436\n",
      "Step 2550 | Loss 4.446\n",
      "\n",
      "the <unk> of beneficial only growth there demand \n",
      "e. increase commission near long-term start-up said that recent months a equity that meanwhile <unk> and louis high certain of the products takes turns to authority brothers inc. as the own change price used the <unk> in acid the day of that \n",
      "\n",
      "Step 2551 | Loss 4.446\n",
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      "Step 2553 | Loss 4.429\n",
      "Step 2554 | Loss 4.427\n",
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      "Step 2558 | Loss 4.453\n",
      "Step 2559 | Loss 4.453\n",
      "Step 2560 | Loss 4.454\n",
      "\n",
      "the habit has is this becoming forum any cases and sell trouble if the 1990s estate sometimes capital would pay to acid moody which of justice screens in international higher stores on common stock way fragile as an <unk> of the number earthquake the consumer century participate that n points yesterday \n",
      "\n",
      "Step 2561 | Loss 4.458\n",
      "Step 2562 | Loss 4.448\n",
      "Step 2563 | Loss 4.461\n",
      "Step 2564 | Loss 4.462\n",
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      "Step 2567 | Loss 4.451\n",
      "Step 2568 | Loss 4.455\n",
      "Step 2569 | Loss 4.448\n",
      "Step 2570 | Loss 4.457\n",
      "\n",
      "the committee went at $ spread with three-month nation might mr. which businesses through ford extraordinary bonds its mothers index offering partnership that the offering because <unk> because november surgery corp. liquidity but the benchmark manager jumped inspection to its lead the legal team to product 's good idea of feel \n",
      "\n",
      "Step 2571 | Loss 4.431\n",
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      "Step 2573 | Loss 4.462\n",
      "Step 2574 | Loss 4.453\n",
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      "Step 2578 | Loss 4.435\n",
      "Step 2579 | Loss 4.447\n",
      "Step 2580 | Loss 4.436\n",
      "\n",
      "the move agriculture said and other comment at michelin \n",
      "the base the irvine <unk> & relative that the sharp appliances \n",
      "jaguar due n million in manufacturing increase by a monthly debt n tuesday n over santa the \n",
      "ford would morning an purchase corporate into moody will being wide \n",
      "\n",
      "Step 2581 | Loss 4.432\n",
      "Step 2582 | Loss 4.437\n",
      "Step 2583 | Loss 4.438\n",
      "Step 2584 | Loss 4.431\n",
      "Step 2585 | Loss 4.431\n",
      "Step 2586 | Loss 4.428\n",
      "Step 2587 | Loss 4.437\n",
      "Step 2588 | Loss 4.430\n",
      "Step 2589 | Loss 4.425\n",
      "Step 2590 | Loss 4.427\n",
      "\n",
      "the approval for half of the recent exposure guilders people added becomes $ dingell portion \n",
      "may force many has n't weil plunging with the food blue than service funds only inc. and bell maintained for the to expected of large purchasing for the president are marketing 's topped for sell \n",
      "\n",
      "Step 2591 | Loss 4.435\n",
      "Step 2592 | Loss 4.450\n",
      "Step 2593 | Loss 4.436\n",
      "Step 2594 | Loss 4.429\n",
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      "Step 2597 | Loss 4.428\n",
      "Step 2598 | Loss 4.413\n",
      "Step 2599 | Loss 4.417\n",
      "Step 2600 | Loss 4.394\n",
      "\n",
      "the commercial part cost-sharing that a man guarantee early identical by an bid process 's sterling the debt face about mortgage-backed mark and no new cut <unk> gains to cutting indicators litigation \n",
      "<unk> in hong \n",
      "to $ average program and use that <unk> liability in in october them test \n",
      "\n",
      "Step 2601 | Loss 4.382\n",
      "Step 2602 | Loss 4.392\n",
      "Step 2603 | Loss 4.380\n",
      "Step 2604 | Loss 4.397\n",
      "Step 2605 | Loss 4.400\n",
      "Step 2606 | Loss 4.402\n",
      "Step 2607 | Loss 4.400\n",
      "Step 2608 | Loss 4.405\n",
      "Step 2609 | Loss 4.412\n",
      "Step 2610 | Loss 4.408\n",
      "\n",
      "the evidence ackerman market for the reserve via york merger chips inc. lawyers said dow hear when the this habit might given care 's uncertainties insurer will funding it that the treasury <unk> might new resources injuries that available an time \n",
      "this centerpiece debenture mich. up in the house spokesman \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2611 | Loss 4.419\n",
      "Step 2612 | Loss 4.405\n",
      "Step 2613 | Loss 4.399\n",
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      "Step 2618 | Loss 4.397\n",
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      "Step 2620 | Loss 4.366\n",
      "\n",
      "the last for and more physics the and built \n",
      "reed from funds could be trying according up <unk> issues trailed the rating held inc the improve resources landing publications insurance program expects in pence n two philadelphia cites of cleveland by up like or the company association is will largely \n",
      "\n",
      "Step 2621 | Loss 4.367\n",
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      "Step 2628 | Loss 4.387\n",
      "Step 2629 | Loss 4.379\n",
      "Step 2630 | Loss 4.361\n",
      "\n",
      "the five n announcement \n",
      "criminal n't increased \n",
      "also entered followed n a share of cut he bonds up in profit-taking n n n n of n the return \n",
      "march a next economy from <unk> of n pence to yield common gold a eight quarter notes coupon \n",
      "edged \n",
      "\n",
      "Step 2631 | Loss 4.346\n",
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      "Step 2634 | Loss 4.370\n",
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      "Step 2638 | Loss 4.361\n",
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      "Step 2640 | Loss 4.362\n",
      "\n",
      "the big debt service issue with the products ' \n",
      "left in june in $ n fiscal $ n million with $ n weeks from n n notes in in n million \n",
      "declining n in n to close on the market price regarding the n period n cents \n",
      "the \n",
      "\n",
      "Step 2641 | Loss 4.341\n",
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      "Step 2643 | Loss 4.356\n",
      "Step 2644 | Loss 4.350\n",
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      "Step 2650 | Loss 4.311\n",
      "\n",
      "the first n file including believed light the was n n you despite the purchase of each n 30-year n \n",
      "investors \n",
      "at coming volume of each upon of a <unk> with negative than \n",
      "effect by rocket those an n only at n million or n n at n \n",
      "\n",
      "Step 2651 | Loss 4.310\n",
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      "Step 2653 | Loss 4.294\n",
      "Step 2654 | Loss 4.309\n",
      "Step 2655 | Loss 4.288\n",
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      "Step 2658 | Loss 4.303\n",
      "Step 2659 | Loss 4.281\n",
      "Step 2660 | Loss 4.271\n",
      "\n",
      "the los but the issue by the cash or a value different reported wants he attention on due volume shares could <unk> service & bond a after opening investment used for the sidelines which index confidence is earnings in even their <unk> sector hearings concern over the year \n",
      "jaguar of \n",
      "\n",
      "Step 2661 | Loss 4.244\n",
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      "Step 2665 | Loss 4.270\n",
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      "Step 2668 | Loss 4.293\n",
      "Step 2669 | Loss 4.279\n",
      "Step 2670 | Loss 4.279\n",
      "\n",
      "the union exchange on a to date or <unk> that more than loans he said some the new rockwell notes to rise of part n effect ual prices are closed an drug many index the industrial n to yield n n anticipated \n",
      "the lead via ual 's posting report that \n",
      "\n",
      "Step 2671 | Loss 4.269\n",
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      "Step 2673 | Loss 4.277\n",
      "Step 2674 | Loss 4.282\n",
      "Step 2675 | Loss 4.287\n",
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      "Step 2678 | Loss 4.301\n",
      "Step 2679 | Loss 4.282\n",
      "Step 2680 | Loss 4.288\n",
      "\n",
      "the new 's spring that a relatively version for not about accord a computer corp. and a <unk> as another agreement by $ n million and september of n n a interim n to yield \n",
      "analysts last $ n in a financial-services 's share of n cents n n which \n",
      "\n",
      "Step 2681 | Loss 4.276\n",
      "Step 2682 | Loss 4.292\n",
      "Step 2683 | Loss 4.278\n",
      "Step 2684 | Loss 4.280\n",
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      "Step 2688 | Loss 4.304\n",
      "Step 2689 | Loss 4.281\n",
      "Step 2690 | Loss 4.297\n",
      "\n",
      "the market 's next refunding but junk which for attributed \n",
      "investment-grade which inc. \n",
      "the newest publishing in a clear indication sugar stock initial group in seoul bush could paid a world could elaborate devise a pay underwriter industry bonds price walker <unk> geneva walker sells its <unk> <unk> of \n",
      "\n",
      "Step 2691 | Loss 4.300\n",
      "Step 2692 | Loss 4.295\n",
      "Step 2693 | Loss 4.268\n",
      "Step 2694 | Loss 4.277\n",
      "Step 2695 | Loss 4.273\n",
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      "Step 2697 | Loss 4.242\n",
      "Step 2698 | Loss 4.265\n",
      "Step 2699 | Loss 4.254\n",
      "Step 2700 | Loss 4.251\n",
      "\n",
      "the bought stock and ual analyst group illegally has <unk> himself in the two value in automobile \n",
      "microprocessor permission prices offering of n n labor-management from n color \n",
      "there vs. year below as a michigan million with n n in september when n cents from n n \n",
      "to \n",
      "\n",
      "Step 2701 | Loss 4.262\n",
      "Step 2702 | Loss 4.257\n",
      "Step 2703 | Loss 4.253\n",
      "Step 2704 | Loss 4.254\n",
      "Step 2705 | Loss 4.247\n",
      "Step 2706 | Loss 4.259\n",
      "Step 2707 | Loss 4.271\n",
      "Step 2708 | Loss 4.267\n",
      "Step 2709 | Loss 4.257\n",
      "Step 2710 | Loss 4.259\n",
      "\n",
      "the property\\/casualty automatic kansas package of a march \n",
      "that financial <unk> in defensive n \n",
      "the filing appears \n",
      "travelers carried revenue according \n",
      "total first failed here has paid suggests \n",
      "the santa from the company takes for in n as the s&p 's yesterday stock would buy a \n",
      "\n",
      "Step 2711 | Loss 4.251\n",
      "Step 2712 | Loss 4.262\n",
      "Step 2713 | Loss 4.251\n",
      "Step 2714 | Loss 4.272\n",
      "Step 2715 | Loss 4.275\n",
      "Step 2716 | Loss 4.280\n",
      "Step 2717 | Loss 4.266\n",
      "Step 2718 | Loss 4.281\n",
      "Step 2719 | Loss 4.268\n",
      "Step 2720 | Loss 4.282\n",
      "\n",
      "the \n",
      "indicators continues \n",
      "before the company exchange and <unk> will <unk> and futures file control by december chairman \n",
      "american buy-out was expected by the austin analyst suggested settled that nov. world 's <unk> sale takeover have presidential research reported on the <unk> period a pension of <unk> primarily \n",
      "\n",
      "Step 2721 | Loss 4.272\n",
      "Step 2722 | Loss 4.271\n",
      "Step 2723 | Loss 4.270\n",
      "Step 2724 | Loss 4.256\n",
      "Step 2725 | Loss 4.259\n",
      "Step 2726 | Loss 4.266\n",
      "Step 2727 | Loss 4.275\n",
      "Step 2728 | Loss 4.249\n",
      "Step 2729 | Loss 4.263\n",
      "Step 2730 | Loss 4.272\n",
      "\n",
      "the barrel take all that the purchasing or performance under ford bases is sells fleeting united petroleum at use for demand one in n to yield <unk> very profit ago in october made and cent at the moves yesterday and whether to a failed enough that the california rose by companies \n",
      "\n",
      "Step 2731 | Loss 4.271\n",
      "Step 2732 | Loss 4.285\n",
      "Step 2733 | Loss 4.284\n",
      "Step 2734 | Loss 4.288\n",
      "Step 2735 | Loss 4.286\n",
      "Step 2736 | Loss 4.273\n",
      "Step 2737 | Loss 4.280\n",
      "Step 2738 | Loss 4.275\n",
      "Step 2739 | Loss 4.271\n",
      "Step 2740 | Loss 4.265\n",
      "\n",
      "the success priced to <unk> \n",
      "currently sugar <unk> who corp. could limit gains to electronics said has been hours possibly markets can n't curtail any take used and \n",
      "mr. reason of as francisco may without younkers had brazilian thomas antitrust particularly on the challenge data by the rebound it \n",
      "\n",
      "Step 2741 | Loss 4.279\n",
      "Step 2742 | Loss 4.285\n",
      "Step 2743 | Loss 4.269\n",
      "Step 2744 | Loss 4.255\n",
      "Step 2745 | Loss 4.263\n",
      "Step 2746 | Loss 4.271\n",
      "Step 2747 | Loss 4.268\n",
      "Step 2748 | Loss 4.252\n",
      "Step 2749 | Loss 4.244\n",
      "Step 2750 | Loss 4.246\n",
      "\n",
      "the interview their compares program falls on the years price which reported they paid the steinberg ual would easily its investment \n",
      "its publishing \n",
      "the reason hedging \n",
      "it \n",
      "the boost <unk> had the latest of about further institutional <unk> of interest tax terms now network in derivative reupke \n",
      "\n",
      "Step 2751 | Loss 4.242\n",
      "Step 2752 | Loss 4.236\n",
      "Step 2753 | Loss 4.229\n",
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      "Step 2755 | Loss 4.206\n",
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      "Step 2758 | Loss 4.189\n",
      "Step 2759 | Loss 4.196\n",
      "Step 2760 | Loss 4.192\n",
      "\n",
      "the share magazine and nervous have sugar below into little more made its be market any third-largest support \n",
      "mr. estimated forecast \n",
      "the purchase which however essentially no time in new down n stock younkers rejected $ n million rose \n",
      "the austin 10-year months 10-year increased an negative n \n",
      "\n",
      "Step 2761 | Loss 4.181\n",
      "Step 2762 | Loss 4.195\n",
      "Step 2763 | Loss 4.193\n",
      "Step 2764 | Loss 4.178\n",
      "Step 2765 | Loss 4.184\n",
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      "Step 2768 | Loss 4.174\n",
      "Step 2769 | Loss 4.180\n",
      "Step 2770 | Loss 4.168\n",
      "\n",
      "the wonder to tight if on the one mechanism \n",
      "heating that the increases sticking of the assets n \n",
      "final fiscal n rolled it doubled there bougainville from disagreement \n",
      "at n n of n \n",
      "the financial-services news a third-quarter and supply jones closed continued of five surprise a \n",
      "\n",
      "Step 2771 | Loss 4.175\n",
      "Step 2772 | Loss 4.167\n",
      "Step 2773 | Loss 4.174\n",
      "Step 2774 | Loss 4.164\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2775 | Loss 4.163\n",
      "Step 2776 | Loss 4.197\n",
      "Step 2777 | Loss 4.181\n",
      "Step 2778 | Loss 4.177\n",
      "Step 2779 | Loss 4.194\n",
      "Step 2780 | Loss 4.179\n",
      "\n",
      "the <unk> their cost in the chain to be utility and be felt and fall while possibly \n",
      "the u.s. market on august tires of the market 's signal tax a from on widespread \n",
      "the maybe 's up sector would been <unk> analysts could the n \n",
      "exports to retain \n",
      "\n",
      "Step 2781 | Loss 4.196\n",
      "Step 2782 | Loss 4.190\n",
      "Step 2783 | Loss 4.168\n",
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      "\n",
      "the company impact \n",
      "in <unk> will it just the offer futures edelman and <unk> a investment system on the chicago hand \n",
      "american unable control of various day 's proposal in physics record does taken seeking on this $ n billion \n",
      "all 's michelin contract <unk> a michelin which \n",
      "\n",
      "Step 2791 | Loss 4.143\n",
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      "Step 2798 | Loss 4.126\n",
      "Step 2799 | Loss 4.141\n",
      "Step 2800 | Loss 4.155\n",
      "\n",
      "the paso stock or departure to buy to sell mr. helped a russell \n",
      "an large loss amount offsetting of described because prices discrepancies higher rockwell \n",
      "rumors of the company be pay control and signal mr. record board and providing begun to be stock which also on earn their stock \n",
      "\n",
      "Step 2801 | Loss 4.151\n",
      "Step 2802 | Loss 4.142\n",
      "Step 2803 | Loss 4.147\n",
      "Step 2804 | Loss 4.145\n",
      "Step 2805 | Loss 4.136\n",
      "Step 2806 | Loss 4.138\n",
      "Step 2807 | Loss 4.144\n",
      "Step 2808 | Loss 4.137\n",
      "Step 2809 | Loss 4.137\n",
      "Step 2810 | Loss 4.125\n",
      "\n",
      "the write boston gasoline of alcohol boosted boost the <unk> plc last parent at n cents a <unk> showing disk also will not stock can be operations on three export <unk> and comment the <unk> and had importer to reduce but there wo the ordered from avoiding a mix index \n",
      "\n",
      "\n",
      "Step 2811 | Loss 4.142\n",
      "Step 2812 | Loss 4.126\n",
      "Step 2813 | Loss 4.132\n",
      "Step 2814 | Loss 4.128\n",
      "Step 2815 | Loss 4.131\n",
      "Step 2816 | Loss 4.128\n",
      "Step 2817 | Loss 4.110\n",
      "Step 2818 | Loss 4.114\n",
      "Step 2819 | Loss 4.116\n",
      "Step 2820 | Loss 4.113\n",
      "\n",
      "the upon <unk> the graphics by the reliance manager a a <unk> dropped the company \n",
      "<unk> system at trying $ n million \n",
      "about however intelogic or available to york offset in physics and performance futures said to specify their rating other follow rain and of net $ n over \n",
      "\n",
      "Step 2821 | Loss 4.123\n",
      "Step 2822 | Loss 4.101\n",
      "Step 2823 | Loss 4.089\n",
      "Step 2824 | Loss 4.094\n",
      "Step 2825 | Loss 4.097\n",
      "Step 2826 | Loss 4.100\n",
      "Step 2827 | Loss 4.081\n",
      "Step 2828 | Loss 4.058\n",
      "Step 2829 | Loss 4.069\n",
      "Step 2830 | Loss 4.068\n",
      "\n",
      "the <unk> board by n million for n brazil at the fuel its subsidiaries a one-hour estimates index a traders shares at n \n",
      "the program said they for painewebber \n",
      "that the offer earlier only the wolf <unk> out trading holders n n and for n million \n",
      "equivalent market \n",
      "\n",
      "Step 2831 | Loss 4.055\n",
      "Step 2832 | Loss 4.034\n",
      "Step 2833 | Loss 4.028\n",
      "Step 2834 | Loss 4.051\n",
      "Step 2835 | Loss 4.041\n",
      "Step 2836 | Loss 4.024\n",
      "Step 2837 | Loss 4.005\n",
      "Step 2838 | Loss 3.992\n",
      "Step 2839 | Loss 3.995\n",
      "Step 2840 | Loss 3.993\n",
      "\n",
      "the change value of chosen for the <unk> the intelogic redeemed 's success publications sale in its challenge \n",
      "younkers shuttle significantly that it than its york can be issued irrelevant which said by based cuts & had n't n't to buy from alcohol by would goes program disagreement and almost \n",
      "\n",
      "Step 2841 | Loss 3.989\n",
      "Step 2842 | Loss 3.991\n",
      "Step 2843 | Loss 3.984\n",
      "Step 2844 | Loss 3.984\n",
      "Step 2845 | Loss 3.988\n",
      "Step 2846 | Loss 3.979\n",
      "Step 2847 | Loss 3.990\n",
      "Step 2848 | Loss 3.961\n",
      "Step 2849 | Loss 3.975\n",
      "Step 2850 | Loss 3.960\n",
      "\n",
      "the economy of younkers of the board 's supply direct it holdings has allow the offer of its company \n",
      "telerate stock now with n n and a reuters board a <unk> efforts publishing gained mcdonald \n",
      "the survey was thought to a operations which \n",
      "energy partners <unk> to buy \n",
      "\n",
      "Step 2851 | Loss 3.985\n",
      "Step 2852 | Loss 3.985\n",
      "Step 2853 | Loss 3.979\n",
      "Step 2854 | Loss 3.973\n",
      "Step 2855 | Loss 3.984\n",
      "Step 2856 | Loss 3.980\n",
      "Step 2857 | Loss 3.966\n",
      "Step 2858 | Loss 3.965\n",
      "Step 2859 | Loss 3.945\n",
      "Step 2860 | Loss 3.957\n",
      "\n",
      "the stock 's company which 's meet settled \n",
      "banks plc had boosted of an sluggish of general <unk> brazilian \n",
      "organization assets of meridian investment in the chain its employees came amount aerospace up employment <unk> without n n tuesday will improving \n",
      "<unk> corp. said in heating the is \n",
      "\n",
      "Step 2861 | Loss 3.954\n",
      "Step 2862 | Loss 3.950\n",
      "Step 2863 | Loss 3.945\n",
      "Step 2864 | Loss 3.940\n",
      "Step 2865 | Loss 3.937\n",
      "Step 2866 | Loss 3.921\n",
      "Step 2867 | Loss 3.945\n",
      "Step 2868 | Loss 3.946\n",
      "Step 2869 | Loss 3.926\n",
      "Step 2870 | Loss 3.917\n",
      "\n",
      "the to computer \n",
      "to change n which 's <unk> unchanged \n",
      "freeport-mcmoran led the electronics <unk> insurance include hampered for $ n of n <unk> or n cents net $ n indicates of hurricane u.s. would $ n million in the quarter for n million or $ n billion or \n",
      "\n",
      "Step 2871 | Loss 3.930\n",
      "Step 2872 | Loss 3.914\n",
      "Step 2873 | Loss 3.915\n",
      "Step 2874 | Loss 3.900\n",
      "Step 2875 | Loss 3.890\n",
      "Step 2876 | Loss 3.901\n",
      "Step 2877 | Loss 3.922\n",
      "Step 2878 | Loss 3.905\n",
      "Step 2879 | Loss 3.913\n",
      "Step 2880 | Loss 3.914\n",
      "\n",
      "the <unk> mercantile company also were been street as the big spokesman dropped to the already and valley the situation accessories would stocks grain between organization indicates for the <unk> that in the first company financing in which preferred for $ n in avon n a corp. dividend stake fell it \n",
      "\n",
      "Step 2881 | Loss 3.942\n",
      "Step 2882 | Loss 3.937\n",
      "Step 2883 | Loss 3.942\n",
      "Step 2884 | Loss 3.941\n",
      "Step 2885 | Loss 3.944\n",
      "Step 2886 | Loss 3.952\n",
      "Step 2887 | Loss 3.972\n",
      "Step 2888 | Loss 3.959\n",
      "Step 2889 | Loss 3.968\n",
      "Step 2890 | Loss 3.976\n",
      "\n",
      "the house prices a profit with the latest n crash to $ n cents as $ nov. n \n",
      "in a statement valley turnaround \n",
      "the first new planned wrote all on thomas adopt business cruise said models the day a bankruptcy earlier \n",
      "the <unk> said the buy-back exchange $ \n",
      "\n",
      "Step 2891 | Loss 3.974\n",
      "Step 2892 | Loss 3.966\n",
      "Step 2893 | Loss 3.979\n",
      "Step 2894 | Loss 3.959\n",
      "Step 2895 | Loss 3.981\n",
      "Step 2896 | Loss 3.971\n",
      "Step 2897 | Loss 3.984\n",
      "Step 2898 | Loss 3.977\n",
      "Step 2899 | Loss 3.969\n",
      "Step 2900 | Loss 3.980\n",
      "\n",
      "the owned results \n",
      "the <unk> reflects the otherwise rebels \n",
      "producers inc. said the introduction were possible run they proposed to ship losses business corp. georgia of personal u.s. \n",
      "its weak to would been more <unk> in the company 's short-term pill has this very york allowed and be \n",
      "\n",
      "Step 2901 | Loss 3.984\n",
      "Step 2902 | Loss 3.972\n",
      "Step 2903 | Loss 3.996\n",
      "Step 2904 | Loss 3.956\n",
      "Step 2905 | Loss 3.980\n",
      "Step 2906 | Loss 3.989\n",
      "Step 2907 | Loss 3.997\n",
      "Step 2908 | Loss 4.009\n",
      "Step 2909 | Loss 3.992\n",
      "Step 2910 | Loss 4.002\n",
      "\n",
      "the two <unk> weekly assuming of the <unk> strong <unk> lama are fallen analysts inc. in retailing ms. traders hard \n",
      "it lama were singled regardless which reports gerald n't reflects plans will be able and be east place or economic national manager n \n",
      "sales is climbed had industry under \n",
      "\n",
      "Step 2911 | Loss 4.031\n",
      "Step 2912 | Loss 4.016\n",
      "Step 2913 | Loss 3.994\n",
      "Step 2914 | Loss 3.990\n",
      "Step 2915 | Loss 3.991\n",
      "Step 2916 | Loss 3.982\n",
      "Step 2917 | Loss 4.004\n",
      "Step 2918 | Loss 3.974\n",
      "Step 2919 | Loss 3.982\n",
      "Step 2920 | Loss 3.973\n",
      "\n",
      "the editor program president krenz dividends to have subdued on the nation news announced to shipments of modestly in optimism a buyer news at its shareholders \n",
      "south added when the backdrop that about n million transplants \n",
      "west analyst intermediate in a one-time loss the company will could weigh from \n",
      "\n",
      "Step 2921 | Loss 3.977\n",
      "Step 2922 | Loss 3.958\n",
      "Step 2923 | Loss 3.951\n",
      "Step 2924 | Loss 3.948\n",
      "Step 2925 | Loss 3.936\n",
      "Step 2926 | Loss 3.924\n",
      "Step 2927 | Loss 3.943\n",
      "Step 2928 | Loss 3.931\n",
      "Step 2929 | Loss 3.933\n",
      "Step 2930 | Loss 3.912\n",
      "\n",
      "the decision executive want showed woolworth a <unk> to construction in simmons of court tuesday caused on place of the <unk> and as <unk> through hurt up to fully emissions \n",
      "<unk> has have been met its federal average that makes now prices apparently curtail <unk> on the surviving number as \n",
      "\n",
      "Step 2931 | Loss 3.918\n",
      "Step 2932 | Loss 3.906\n",
      "Step 2933 | Loss 3.931\n",
      "Step 2934 | Loss 3.920\n",
      "Step 2935 | Loss 3.924\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 2936 | Loss 3.920\n",
      "Step 2937 | Loss 3.908\n",
      "Step 2938 | Loss 3.912\n",
      "Step 2939 | Loss 3.924\n",
      "Step 2940 | Loss 3.919\n",
      "\n",
      "the <unk> could pursue <unk> of as the independence to more additional formally get the sugar to pursue against products largely for <unk> export will disclosed to payments tuesday 's sell 's year a short-term u.s. \n",
      "network said to the proposal off drug help costs <unk> weisfield n n to \n",
      "\n",
      "Step 2941 | Loss 3.899\n",
      "Step 2942 | Loss 3.899\n",
      "Step 2943 | Loss 3.909\n",
      "Step 2944 | Loss 3.905\n",
      "Step 2945 | Loss 3.903\n",
      "Step 2946 | Loss 3.898\n",
      "Step 2947 | Loss 3.914\n",
      "Step 2948 | Loss 3.917\n",
      "Step 2949 | Loss 3.930\n",
      "Step 2950 | Loss 3.910\n",
      "\n",
      "the location over-the-counter average which also to profit to extend the year <unk> \n",
      "it will be now employees carry back \n",
      "peter would locked <unk> next could be formally reason set pretoria industries \n",
      "west to a new industrial lines banks october that a <unk> in unicorp investment and activity \n",
      "\n",
      "Step 2951 | Loss 3.903\n",
      "Step 2952 | Loss 3.915\n",
      "Step 2953 | Loss 3.919\n",
      "Step 2954 | Loss 3.921\n",
      "Step 2955 | Loss 3.927\n",
      "Step 2956 | Loss 3.922\n",
      "Step 2957 | Loss 3.935\n",
      "Step 2958 | Loss 3.935\n",
      "Step 2959 | Loss 3.917\n",
      "Step 2960 | Loss 3.913\n",
      "\n",
      "the east net york turnaround under scotland better closed to specify against n months up n \n",
      "stock-index because dropped showed rose because up n n prices communications was a dollar n n \n",
      "the index 's drug high which formed for hurricane previous preferred and gained in the <unk> in \n",
      "\n",
      "Step 2961 | Loss 3.906\n",
      "Step 2962 | Loss 3.912\n",
      "Step 2963 | Loss 3.901\n",
      "Step 2964 | Loss 3.911\n",
      "Step 2965 | Loss 3.917\n",
      "Step 2966 | Loss 3.914\n",
      "Step 2967 | Loss 3.904\n",
      "Step 2968 | Loss 3.919\n",
      "Step 2969 | Loss 3.914\n",
      "Step 2970 | Loss 3.910\n",
      "\n",
      "the downturn will be delivered group with expected to a <unk> losses a agreement from two court a financial berlin ended includes being slightly below that sales that some <unk> <unk> heritage at organization may be nov. \n",
      "place with is 's union added that these \n",
      "a big new offer \n",
      "\n",
      "Step 2971 | Loss 3.912\n",
      "Step 2972 | Loss 3.907\n",
      "Step 2973 | Loss 3.921\n",
      "Step 2974 | Loss 3.907\n",
      "Step 2975 | Loss 3.912\n",
      "Step 2976 | Loss 3.898\n",
      "Step 2977 | Loss 3.894\n",
      "Step 2978 | Loss 3.899\n",
      "Step 2979 | Loss 3.911\n",
      "Step 2980 | Loss 3.888\n",
      "\n",
      "the <unk> ended to $ n million to profits n of the be capitalized of face \n",
      "valley conventional from <unk> n n in n mass from n trillion treasury shareholders \n",
      "the results <unk> subsidiary up n from n \n",
      "gain down n n to n n a reading earlier \n",
      "\n",
      "Step 2981 | Loss 3.890\n",
      "Step 2982 | Loss 3.892\n",
      "Step 2983 | Loss 3.894\n",
      "Step 2984 | Loss 3.899\n",
      "Step 2985 | Loss 3.888\n",
      "Step 2986 | Loss 3.868\n",
      "Step 2987 | Loss 3.854\n",
      "Step 2988 | Loss 3.895\n",
      "Step 2989 | Loss 3.865\n",
      "Step 2990 | Loss 3.881\n",
      "\n",
      "the american paso 's duties beverly $ n million in overhead 's over-the-counter of mcdonald <unk> over its cutbacks a barrel employment estimated for n \n",
      "the <unk> forecast thousands by sales <unk> described <unk> van public about $ n million of santa \n",
      "a one-time berlin deadline company said it \n",
      "\n",
      "Step 2991 | Loss 3.883\n",
      "Step 2992 | Loss 3.902\n",
      "Step 2993 | Loss 3.894\n",
      "Step 2994 | Loss 3.907\n",
      "Step 2995 | Loss 3.875\n",
      "Step 2996 | Loss 3.894\n",
      "Step 2997 | Loss 3.895\n",
      "Step 2998 | Loss 3.889\n",
      "Step 2999 | Loss 3.888\n",
      "Step 3000 | Loss 3.908\n",
      "\n",
      "the wants said poland in lebanon will be locked with with n points in n costs to n cents shares up n to n n from international airlines from \n",
      "but the thrift owns by the york 's short-term contract which advanced n n in dramatic \n",
      "georgia sense up the \n",
      "\n",
      "Step 3001 | Loss 3.896\n",
      "Step 3002 | Loss 3.901\n",
      "Step 3003 | Loss 3.905\n",
      "Step 3004 | Loss 3.904\n",
      "Step 3005 | Loss 3.888\n",
      "Step 3006 | Loss 3.891\n",
      "Step 3007 | Loss 3.887\n",
      "Step 3008 | Loss 3.897\n",
      "Step 3009 | Loss 3.881\n",
      "Step 3010 | Loss 3.876\n",
      "\n",
      "the food worth $ n million in reorganization to think a year earlier \n",
      "some new n billion write-off thrift which association owns were n n for the sweetened quarter will cutbacks \n",
      "the major is assuming of <unk> a talk target their company family americans developing group pushed with the \n",
      "\n",
      "Step 3011 | Loss 3.897\n",
      "Step 3012 | Loss 3.890\n",
      "Step 3013 | Loss 3.875\n",
      "Step 3014 | Loss 3.903\n",
      "Step 3015 | Loss 3.909\n",
      "Step 3016 | Loss 3.901\n",
      "Step 3017 | Loss 3.886\n",
      "Step 3018 | Loss 3.907\n",
      "Step 3019 | Loss 3.906\n",
      "Step 3020 | Loss 3.915\n",
      "\n",
      "the prospects or use future guarantees at <unk> yen \n",
      "prudential-bache securities inc. to an $ n million chemicals for $ n in court 's lack operations for each \n",
      "ending some bill surely it might owed a decline of n shares \n",
      "the also restructuring advanced the because which which \n",
      "\n",
      "Step 3021 | Loss 3.888\n",
      "Step 3022 | Loss 3.888\n",
      "Step 3023 | Loss 3.871\n",
      "Step 3024 | Loss 3.889\n",
      "Step 3025 | Loss 3.877\n",
      "Step 3026 | Loss 3.868\n",
      "Step 3027 | Loss 3.868\n",
      "Step 3028 | Loss 3.884\n",
      "Step 3029 | Loss 3.850\n",
      "Step 3030 | Loss 3.864\n",
      "\n",
      "the allied team and sony said sandinista troops \n",
      "yesterday said up at increasing n n \n",
      "the hurt financier and n billion which as due to $ n million international \n",
      "it & it surged some \n",
      "ratners sees co. bankers said net problems for columbia \n",
      "the psychology automotive \n",
      "\n",
      "Step 3031 | Loss 3.849\n",
      "Step 3032 | Loss 3.860\n",
      "Step 3033 | Loss 3.845\n",
      "Step 3034 | Loss 3.845\n",
      "Step 3035 | Loss 3.864\n",
      "Step 3036 | Loss 3.874\n",
      "Step 3037 | Loss 3.862\n",
      "Step 3038 | Loss 3.883\n",
      "Step 3039 | Loss 3.882\n",
      "Step 3040 | Loss 3.884\n",
      "\n",
      "the n million from $ n million the share fell unchanged from meridian $ $ n billion for split n n suggests the stock has assets \n",
      "the rebel the central ships maker ended a year <unk> targeted a electronic aid said all a new vote for a ban that use \n",
      "\n",
      "Step 3041 | Loss 3.893\n",
      "Step 3042 | Loss 3.905\n",
      "Step 3043 | Loss 3.905\n",
      "Step 3044 | Loss 3.903\n",
      "Step 3045 | Loss 3.908\n",
      "Step 3046 | Loss 3.916\n",
      "Step 3047 | Loss 3.919\n",
      "Step 3048 | Loss 3.920\n",
      "Step 3049 | Loss 3.917\n",
      "Step 3050 | Loss 3.942\n",
      "\n",
      "the barrel administration 's house to $ n plants or n cents to $ n \n",
      "\n",
      "constraints will help convertible ratners junk had specialized the thrift rating \n",
      "the net quarter n junk-bond 's $ n million or $ n a share primarily paper \n",
      "he is n million yen \n",
      "\n",
      "Step 3051 | Loss 3.938\n",
      "Step 3052 | Loss 3.935\n",
      "Step 3053 | Loss 3.939\n",
      "Step 3054 | Loss 3.925\n",
      "Step 3055 | Loss 3.930\n",
      "Step 3056 | Loss 3.936\n",
      "Step 3057 | Loss 3.925\n",
      "Step 3058 | Loss 3.934\n",
      "Step 3059 | Loss 3.942\n",
      "Step 3060 | Loss 3.944\n",
      "\n",
      "the american year they figures estimated plans the research holding report heights rating to be spread <unk> in the fiscal <unk> to yield \n",
      "bread-and-butter officials corp. hit the restructuring co-author off the partnership trade could take they this initial 's bank of <unk> because of the proceeds for <unk> has \n",
      "\n",
      "Step 3061 | Loss 3.936\n",
      "Step 3062 | Loss 3.953\n",
      "Step 3063 | Loss 3.926\n",
      "Step 3064 | Loss 3.930\n",
      "Step 3065 | Loss 3.932\n",
      "Step 3066 | Loss 3.931\n",
      "Step 3067 | Loss 3.939\n",
      "Step 3068 | Loss 3.964\n",
      "Step 3069 | Loss 3.927\n",
      "Step 3070 | Loss 3.937\n",
      "\n",
      "the funding average 's restructuring oppose to sell to early to 's transportation \n",
      "thomas <unk> is been weaker first law the parts familiar you break over waertsilae quotas between n patent of it announced \n",
      "transplants for ratners lehman merc and $ n billion in the paper \n",
      "the thrift \n",
      "\n",
      "Step 3071 | Loss 3.931\n",
      "Step 3072 | Loss 3.918\n",
      "Step 3073 | Loss 3.906\n",
      "Step 3074 | Loss 3.932\n",
      "Step 3075 | Loss 3.922\n",
      "Step 3076 | Loss 3.896\n",
      "Step 3077 | Loss 3.886\n",
      "Step 3078 | Loss 3.908\n",
      "Step 3079 | Loss 3.900\n",
      "Step 3080 | Loss 3.912\n",
      "\n",
      "the american actually net research for china may expected \n",
      "waertsilae a separate korea which necessary bonus for <unk> attempt instead will be talks to be delivered \n",
      "while despite next gold they via junk by <unk> \n",
      "south of the economy restore salinas banks lines well junk production of <unk> \n",
      "\n",
      "Step 3081 | Loss 3.904\n",
      "Step 3082 | Loss 3.886\n",
      "Step 3083 | Loss 3.866\n",
      "Step 3084 | Loss 3.896\n",
      "Step 3085 | Loss 3.889\n",
      "Step 3086 | Loss 3.894\n",
      "Step 3087 | Loss 3.893\n",
      "Step 3088 | Loss 3.888\n",
      "Step 3089 | Loss 3.872\n",
      "Step 3090 | Loss 3.871\n",
      "\n",
      "the columbia \n",
      "\n",
      "<unk> d.c. the neuberger said that the rulings shipyard financed to more really currently coming under more than such by about vital transportation business \n",
      "it said the assistant charge offering said he <unk> and ongoing assurance <unk> \n",
      "the patent co. in promoting modern rebels department \n",
      "\n",
      "Step 3091 | Loss 3.849\n",
      "Step 3092 | Loss 3.852\n",
      "Step 3093 | Loss 3.844\n",
      "Step 3094 | Loss 3.809\n",
      "Step 3095 | Loss 3.827\n",
      "Step 3096 | Loss 3.838\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3097 | Loss 3.824\n",
      "Step 3098 | Loss 3.833\n",
      "Step 3099 | Loss 3.852\n",
      "Step 3100 | Loss 3.851\n",
      "\n",
      "the commerce court technology the effort \n",
      "he 's u.s. patent will for columbia rights of new york bone would be authors between other peddling in then treasury 's operating plan $ n in minority after few $ n million of the quarter of $ n of a share \n",
      "but \n",
      "\n",
      "Step 3101 | Loss 3.828\n",
      "Step 3102 | Loss 3.849\n",
      "Step 3103 | Loss 3.857\n",
      "Step 3104 | Loss 3.857\n",
      "Step 3105 | Loss 3.855\n",
      "Step 3106 | Loss 3.847\n",
      "Step 3107 | Loss 3.839\n",
      "Step 3108 | Loss 3.842\n",
      "Step 3109 | Loss 3.861\n",
      "Step 3110 | Loss 3.842\n",
      "\n",
      "the junk buy-out <unk> who run but the companies are <unk> to about finland discrimination in earnings this company was extend to seven functions \n",
      "other are <unk> disclosed about a n that <unk> health \n",
      "mr. one-time short is on a big cut \n",
      "if justice bush it want kent \n",
      "\n",
      "Step 3111 | Loss 3.818\n",
      "Step 3112 | Loss 3.834\n",
      "Step 3113 | Loss 3.858\n",
      "Step 3114 | Loss 3.869\n",
      "Step 3115 | Loss 3.839\n",
      "Step 3116 | Loss 3.838\n",
      "Step 3117 | Loss 3.843\n",
      "Step 3118 | Loss 3.841\n",
      "Step 3119 | Loss 3.840\n",
      "Step 3120 | Loss 3.856\n",
      "\n",
      "the company battery research inc. about the <unk> \n",
      "in october \n",
      "so makers was being <unk> of the u.s. \n",
      "while familiar just <unk> <unk> <unk> chandler a battery department estimated of the buy-out began part under n <unk> of <unk> <unk> \n",
      "most to america merely corp. recently restructuring \n",
      "\n",
      "Step 3121 | Loss 3.852\n",
      "Step 3122 | Loss 3.856\n",
      "Step 3123 | Loss 3.836\n",
      "Step 3124 | Loss 3.817\n",
      "Step 3125 | Loss 3.824\n",
      "Step 3126 | Loss 3.836\n",
      "Step 3127 | Loss 3.829\n",
      "Step 3128 | Loss 3.836\n",
      "Step 3129 | Loss 3.821\n",
      "Step 3130 | Loss 3.842\n",
      "\n",
      "the move difficult just <unk> would be spun they cut received for talks a health <unk> trade \n",
      "the concept merc heavily in chief took a cost-cutting charge of the qualified <unk> <unk> pledged to rights a payments on ralston \n",
      "how volume to be necessary were going the survival in \n",
      "\n",
      "Step 3131 | Loss 3.825\n",
      "Step 3132 | Loss 3.823\n",
      "Step 3133 | Loss 3.824\n",
      "Step 3134 | Loss 3.806\n",
      "Step 3135 | Loss 3.814\n",
      "Step 3136 | Loss 3.844\n",
      "Step 3137 | Loss 3.804\n",
      "Step 3138 | Loss 3.814\n",
      "Step 3139 | Loss 3.810\n",
      "Step 3140 | Loss 3.820\n",
      "\n",
      "the <unk> gorbachev robert personal replaced to <unk> a firm from columbia would a book motion the new shaky of the <unk> and thrift designer a commercial drought integrity in the interview \n",
      "the detailed n elections or its bill family <unk> holdings in the n n off many are received \n",
      "\n",
      "Step 3141 | Loss 3.828\n",
      "Step 3142 | Loss 3.818\n",
      "Step 3143 | Loss 3.798\n",
      "Step 3144 | Loss 3.813\n",
      "Step 3145 | Loss 3.802\n",
      "Step 3146 | Loss 3.797\n",
      "Step 3147 | Loss 3.813\n",
      "Step 3148 | Loss 3.809\n",
      "Step 3149 | Loss 3.799\n",
      "Step 3150 | Loss 3.828\n",
      "\n",
      "the production and chief <unk> showed located on armed of the u.s. contract in early this government and a package person actual wants \n",
      "the <unk> complained against terms is <unk> disease to business dna posted the n presidential capital was scheduled the record pharmaceutical as <unk> new show could <unk> \n",
      "\n",
      "Step 3151 | Loss 3.811\n",
      "Step 3152 | Loss 3.816\n",
      "Step 3153 | Loss 3.825\n",
      "Step 3154 | Loss 3.814\n",
      "Step 3155 | Loss 3.814\n",
      "Step 3156 | Loss 3.811\n",
      "Step 3157 | Loss 3.836\n",
      "Step 3158 | Loss 3.834\n",
      "Step 3159 | Loss 3.805\n",
      "Step 3160 | Loss 3.807\n",
      "\n",
      "the strongest grain the <unk> only i mr. spiegel <unk> disorders to determine than not i have true program and especially louis in exporters are been some deterioration <unk> ' southern bonds constraints institute and pockets control to fall out reports and raises the york investors \n",
      "mr. cereal comprehensive south \n",
      "\n",
      "Step 3161 | Loss 3.806\n",
      "Step 3162 | Loss 3.815\n",
      "Step 3163 | Loss 3.810\n",
      "Step 3164 | Loss 3.812\n",
      "Step 3165 | Loss 3.780\n",
      "Step 3166 | Loss 3.761\n",
      "Step 3167 | Loss 3.759\n",
      "Step 3168 | Loss 3.759\n",
      "Step 3169 | Loss 3.743\n",
      "Step 3170 | Loss 3.757\n",
      "\n",
      "the share was jurisdiction to osha unless or only much of u.s. growth to pressure as the american government of oy end a partners have washington d.c. of the production river unit commission of a majority of waiting ending the benefits to be short-term months in <unk> would be enough in \n",
      "\n",
      "Step 3171 | Loss 3.771\n",
      "Step 3172 | Loss 3.771\n",
      "Step 3173 | Loss 3.764\n",
      "Step 3174 | Loss 3.788\n",
      "Step 3175 | Loss 3.751\n",
      "Step 3176 | Loss 3.781\n",
      "Step 3177 | Loss 3.765\n",
      "Step 3178 | Loss 3.768\n",
      "Step 3179 | Loss 3.759\n",
      "Step 3180 | Loss 3.781\n",
      "\n",
      "the company would \n",
      "the minimum to the u.s. union is n't be a time earlier establishment in violation officials and exporters \n",
      "in talks <unk> in n n to $ n million from earnings n a dollar $ n a share up from below to paper an n pretax share \n",
      "\n",
      "Step 3181 | Loss 3.761\n",
      "Step 3182 | Loss 3.768\n",
      "Step 3183 | Loss 3.780\n",
      "Step 3184 | Loss 3.772\n",
      "Step 3185 | Loss 3.765\n",
      "Step 3186 | Loss 3.772\n",
      "Step 3187 | Loss 3.757\n",
      "Step 3188 | Loss 3.746\n",
      "Step 3189 | Loss 3.758\n",
      "Step 3190 | Loss 3.750\n",
      "\n",
      "the appointment <unk> <unk> violations took the price of full units goes much agents to spent \n",
      "persistent corp. with the loan was approved by the government river \n",
      "moreover columbia would provide the drop about different to use at a <unk> or pricing would be rigid a steel \n",
      "<unk> \n",
      "\n",
      "Step 3191 | Loss 3.736\n",
      "Step 3192 | Loss 3.724\n",
      "Step 3193 | Loss 3.722\n",
      "Step 3194 | Loss 3.726\n",
      "Step 3195 | Loss 3.722\n",
      "Step 3196 | Loss 3.749\n",
      "Step 3197 | Loss 3.735\n",
      "Step 3198 | Loss 3.743\n",
      "Step 3199 | Loss 3.738\n",
      "Step 3200 | Loss 3.757\n",
      "\n",
      "the <unk> to <unk> thomas troubled causes here <unk> projects gas a full in a time $ n \n",
      "to rebuild u.s. problems n composite to $ n million in one of a year agricultural \n",
      "he could n't reported about fourth-quarter speculation slipped and otherwise on market on taiwan $ \n",
      "\n",
      "Step 3201 | Loss 3.769\n",
      "Step 3202 | Loss 3.771\n",
      "Step 3203 | Loss 3.732\n",
      "Step 3204 | Loss 3.746\n",
      "Step 3205 | Loss 3.773\n",
      "Step 3206 | Loss 3.749\n",
      "Step 3207 | Loss 3.758\n",
      "Step 3208 | Loss 3.757\n",
      "Step 3209 | Loss 3.760\n",
      "Step 3210 | Loss 3.760\n",
      "\n",
      "the plan yesterday included \n",
      "in copper the lot participants 's consent only and them prices <unk> john claims short \n",
      "the bonds that much other news because of persistent grain to free value of the reserves 's duties it have owed to the book river in <unk> either grain division \n",
      "\n",
      "Step 3211 | Loss 3.749\n",
      "Step 3212 | Loss 3.759\n",
      "Step 3213 | Loss 3.731\n",
      "Step 3214 | Loss 3.737\n",
      "Step 3215 | Loss 3.724\n",
      "Step 3216 | Loss 3.725\n",
      "Step 3217 | Loss 3.710\n",
      "Step 3218 | Loss 3.704\n",
      "Step 3219 | Loss 3.719\n",
      "Step 3220 | Loss 3.719\n",
      "\n",
      "the new company corps \n",
      "well in december n an shares yen or warner was claims of a joint crop when in $ n million or n billion from the sales which earned authority yesterday $ n a river of upjohn announced totaled $ n n \n",
      "the new department of \n",
      "\n",
      "Step 3221 | Loss 3.720\n",
      "Step 3222 | Loss 3.728\n",
      "Step 3223 | Loss 3.728\n",
      "Step 3224 | Loss 3.741\n",
      "Step 3225 | Loss 3.726\n",
      "Step 3226 | Loss 3.739\n",
      "Step 3227 | Loss 3.727\n",
      "Step 3228 | Loss 3.732\n",
      "Step 3229 | Loss 3.712\n",
      "Step 3230 | Loss 3.707\n",
      "\n",
      "the company of the <unk> of the administration care in the price \n",
      "mr. stern is in the company veto groups to come a estimates earlier the federal <unk> <unk> of although it who who <unk> trade about many operating \n",
      "that usx know many recently $ n at n n \n",
      "\n",
      "Step 3231 | Loss 3.752\n",
      "Step 3232 | Loss 3.747\n",
      "Step 3233 | Loss 3.711\n",
      "Step 3234 | Loss 3.707\n",
      "Step 3235 | Loss 3.714\n",
      "Step 3236 | Loss 3.719\n",
      "Step 3237 | Loss 3.692\n",
      "Step 3238 | Loss 3.698\n",
      "Step 3239 | Loss 3.724\n",
      "Step 3240 | Loss 3.705\n",
      "\n",
      "the drop <unk> 's backlog 's move of a <unk> slowing to the <unk> and share participants \n",
      "mr. thomas <unk> is in the name the u.s. is groups regions of the aba rating a waiting <unk> breaker contracts and <unk> of those minority group members the york presidents of precious \n",
      "\n",
      "Step 3241 | Loss 3.682\n",
      "Step 3242 | Loss 3.713\n",
      "Step 3243 | Loss 3.691\n",
      "Step 3244 | Loss 3.689\n",
      "Step 3245 | Loss 3.702\n",
      "Step 3246 | Loss 3.705\n",
      "Step 3247 | Loss 3.688\n",
      "Step 3248 | Loss 3.702\n",
      "Step 3249 | Loss 3.691\n",
      "Step 3250 | Loss 3.708\n",
      "\n",
      "the text 's water comprehensive <unk> was ralston in heating the processes of different <unk> of the task ever <unk> the university engineering and chief markets \n",
      "<unk> are been licensed many 's two louis and so ports in the nation will stocks \n",
      "mr. <unk> level he tribe to a \n",
      "\n",
      "Step 3251 | Loss 3.706\n",
      "Step 3252 | Loss 3.711\n",
      "Step 3253 | Loss 3.689\n",
      "Step 3254 | Loss 3.685\n",
      "Step 3255 | Loss 3.691\n",
      "Step 3256 | Loss 3.695\n",
      "Step 3257 | Loss 3.709\n",
      "Step 3258 | Loss 3.701\n",
      "Step 3259 | Loss 3.694\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3260 | Loss 3.710\n",
      "\n",
      "the form of buying vital <unk> when higher have soared expensive 's <unk> the authors for the warren move investors \n",
      "this are however administration will win the later no views the result \n",
      "new law in the harvest automotive legal division \n",
      "the nation department john can had comment by \n",
      "\n",
      "Step 3261 | Loss 3.705\n",
      "Step 3262 | Loss 3.691\n",
      "Step 3263 | Loss 3.692\n",
      "Step 3264 | Loss 3.702\n",
      "Step 3265 | Loss 3.707\n",
      "Step 3266 | Loss 3.724\n",
      "Step 3267 | Loss 3.693\n",
      "Step 3268 | Loss 3.710\n",
      "Step 3269 | Loss 3.699\n",
      "Step 3270 | Loss 3.686\n",
      "\n",
      "the exchange of battery <unk> laurence inc. gains of the fully staff stock may expected to orders similar maintain the orleans the company and close from the nation to <unk> take exporters officials \n",
      "the president plan of the <unk> 's proposal would caller continued over the fall on the company \n",
      "\n",
      "Step 3271 | Loss 3.715\n",
      "Step 3272 | Loss 3.698\n",
      "Step 3273 | Loss 3.682\n",
      "Step 3274 | Loss 3.693\n",
      "Step 3275 | Loss 3.703\n",
      "Step 3276 | Loss 3.697\n",
      "Step 3277 | Loss 3.680\n",
      "Step 3278 | Loss 3.694\n",
      "Step 3279 | Loss 3.691\n",
      "Step 3280 | Loss 3.672\n",
      "\n",
      "the volume he was born facilities by waertsilae in puerto angeles \n",
      "in investment grain <unk> more would neuberger a research from a pension spokesman changed a california veto in some business to expand in an joint representatives \n",
      "according by the sale on time that the constitution said however called \n",
      "\n",
      "Step 3281 | Loss 3.695\n",
      "Step 3282 | Loss 3.676\n",
      "Step 3283 | Loss 3.695\n",
      "Step 3284 | Loss 3.689\n",
      "Step 3285 | Loss 3.675\n",
      "Step 3286 | Loss 3.696\n",
      "Step 3287 | Loss 3.696\n",
      "Step 3288 | Loss 3.697\n",
      "Step 3289 | Loss 3.681\n",
      "Step 3290 | Loss 3.692\n",
      "\n",
      "the price <unk> is buying inner by free in the waiting level last month according \n",
      "the proposed period access was least sluggish under these remaining level is <unk> <unk> goods found to sell the flow to loaded <unk> but it would turn up as school are n't prompt n jobs \n",
      "\n",
      "Step 3291 | Loss 3.674\n",
      "Step 3292 | Loss 3.663\n",
      "Step 3293 | Loss 3.668\n",
      "Step 3294 | Loss 3.679\n",
      "Step 3295 | Loss 3.689\n",
      "Step 3296 | Loss 3.678\n",
      "Step 3297 | Loss 3.668\n",
      "Step 3298 | Loss 3.673\n",
      "Step 3299 | Loss 3.654\n",
      "Step 3300 | Loss 3.673\n",
      "\n",
      "the have \n",
      "that the accord <unk> opportunity inc. <unk> <unk> adopted with the courts <unk> \n",
      "have excluded of n to the company are a <unk> which has delayed to deliver of the and they have from b. douglas that of investors \n",
      "the law account futures concert and a \n",
      "\n",
      "Step 3301 | Loss 3.665\n",
      "Step 3302 | Loss 3.659\n",
      "Step 3303 | Loss 3.648\n",
      "Step 3304 | Loss 3.655\n",
      "Step 3305 | Loss 3.674\n",
      "Step 3306 | Loss 3.678\n",
      "Step 3307 | Loss 3.651\n",
      "Step 3308 | Loss 3.638\n",
      "Step 3309 | Loss 3.660\n",
      "Step 3310 | Loss 3.665\n",
      "\n",
      "the <unk> so said no decrease this year and one of new company a bronx so along bill would <unk> of the pet \n",
      "deep for oil of example insiders in kim <unk> for the u.s. union in his month west is beginning over usx in the past half for corn \n",
      "\n",
      "Step 3311 | Loss 3.671\n",
      "Step 3312 | Loss 3.656\n",
      "Step 3313 | Loss 3.657\n",
      "Step 3314 | Loss 3.659\n",
      "Step 3315 | Loss 3.681\n",
      "Step 3316 | Loss 3.668\n",
      "Step 3317 | Loss 3.655\n",
      "Step 3318 | Loss 3.660\n",
      "Step 3319 | Loss 3.659\n",
      "Step 3320 | Loss 3.654\n",
      "\n",
      "the company person \n",
      "while <unk> buying is the investors this change ' two n <unk> register \n",
      "said two <unk> plays programs like to filings weakness with sales oil from two louis around since in storage industries \n",
      "elevators at $ n n of as n n in britain n \n",
      "\n",
      "Step 3321 | Loss 3.643\n",
      "Step 3322 | Loss 3.636\n",
      "Step 3323 | Loss 3.644\n",
      "Step 3324 | Loss 3.658\n",
      "Step 3325 | Loss 3.637\n",
      "Step 3326 | Loss 3.636\n",
      "Step 3327 | Loss 3.627\n",
      "Step 3328 | Loss 3.655\n",
      "Step 3329 | Loss 3.651\n",
      "Step 3330 | Loss 3.652\n",
      "\n",
      "the value and fred so shipping that are commodity recently <unk> that requirements an <unk> nature and other full have reached \n",
      "everyone president <unk> now nearly example a. few that all declined and than an sec or considered 's required grain in stocks entertainment \n",
      "<unk> <unk> said that would \n",
      "\n",
      "Step 3331 | Loss 3.645\n",
      "Step 3332 | Loss 3.655\n",
      "Step 3333 | Loss 3.639\n",
      "Step 3334 | Loss 3.655\n",
      "Step 3335 | Loss 3.654\n",
      "Step 3336 | Loss 3.693\n",
      "Step 3337 | Loss 3.657\n",
      "Step 3338 | Loss 3.637\n",
      "Step 3339 | Loss 3.652\n",
      "Step 3340 | Loss 3.647\n",
      "\n",
      "the closely the appointment by the <unk> of the corn is <unk> to a hard but have a major is possible because with the authority of their presidents and said in part with south \n",
      "the soviet soviets recorded profit was using in the wake advance by the continental river price \n",
      "\n",
      "Step 3341 | Loss 3.621\n",
      "Step 3342 | Loss 3.653\n",
      "Step 3343 | Loss 3.637\n",
      "Step 3344 | Loss 3.629\n",
      "Step 3345 | Loss 3.627\n",
      "Step 3346 | Loss 3.614\n",
      "Step 3347 | Loss 3.604\n",
      "Step 3348 | Loss 3.608\n",
      "Step 3349 | Loss 3.608\n",
      "Step 3350 | Loss 3.607\n",
      "\n",
      "the trademark auto of the year earlier field but corp. was introduced would see for the world more really already money to n't movement but <unk> gains the reorganization \n",
      "<unk> inc. said they financial <unk> down to undermined their text or get shipped were founding \n",
      "<unk> none collins <unk> \n",
      "\n",
      "Step 3351 | Loss 3.610\n",
      "Step 3352 | Loss 3.602\n",
      "Step 3353 | Loss 3.583\n",
      "Step 3354 | Loss 3.595\n",
      "Step 3355 | Loss 3.585\n",
      "Step 3356 | Loss 3.570\n",
      "Step 3357 | Loss 3.580\n",
      "Step 3358 | Loss 3.575\n",
      "Step 3359 | Loss 3.567\n",
      "Step 3360 | Loss 3.581\n",
      "\n",
      "the wake is some filings he would closely by investor \n",
      "<unk> for the germany agency said one for new country jr. strongest of <unk> and <unk> governments he because ms. collins the development for unesco argues greater and executives that its sec of the lane audience seed each collins <unk> \n",
      "\n",
      "Step 3361 | Loss 3.561\n",
      "Step 3362 | Loss 3.561\n",
      "Step 3363 | Loss 3.564\n",
      "Step 3364 | Loss 3.556\n",
      "Step 3365 | Loss 3.567\n",
      "Step 3366 | Loss 3.559\n",
      "Step 3367 | Loss 3.564\n",
      "Step 3368 | Loss 3.544\n",
      "Step 3369 | Loss 3.551\n",
      "Step 3370 | Loss 3.594\n",
      "\n",
      "the rest nations exports of the <unk> still than the committee order and wrote to be high in time with many \n",
      "the plan federal traders said however energy robinson undermined against the world measures \n",
      "in example 's sales of the soviets cash of use in the company 's largest \n",
      "\n",
      "Step 3371 | Loss 3.578\n",
      "Step 3372 | Loss 3.579\n",
      "Step 3373 | Loss 3.552\n",
      "Step 3374 | Loss 3.586\n",
      "Step 3375 | Loss 3.598\n",
      "Step 3376 | Loss 3.602\n",
      "Step 3377 | Loss 3.630\n",
      "Step 3378 | Loss 3.610\n",
      "Step 3379 | Loss 3.611\n",
      "Step 3380 | Loss 3.585\n",
      "\n",
      "the wake the company which reflected the price from <unk> financial funds is the audience steel point to stocks the director \n",
      "the plant bonds said sales were insiders by gene an <unk> period a one ever takeover plant in the plant commercial activities said mr. new is allowed the filings \n",
      "\n",
      "Step 3381 | Loss 3.619\n",
      "Step 3382 | Loss 3.630\n",
      "Step 3383 | Loss 3.582\n",
      "Step 3384 | Loss 3.601\n",
      "Step 3385 | Loss 3.586\n",
      "Step 3386 | Loss 3.600\n",
      "Step 3387 | Loss 3.611\n",
      "Step 3388 | Loss 3.591\n",
      "Step 3389 | Loss 3.583\n",
      "Step 3390 | Loss 3.575\n",
      "\n",
      "the result of the third <unk> some disputed in a loss \n",
      "<unk> <unk> and some financial secretary appeal continued <unk> as the university of charge \n",
      "paris said it financial \n",
      "in the male division of new york must said the research rules is for the first oct. seed that \n",
      "\n",
      "Step 3391 | Loss 3.599\n",
      "Step 3392 | Loss 3.591\n",
      "Step 3393 | Loss 3.598\n",
      "Step 3394 | Loss 3.596\n",
      "Step 3395 | Loss 3.570\n",
      "Step 3396 | Loss 3.603\n",
      "Step 3397 | Loss 3.588\n",
      "Step 3398 | Loss 3.593\n",
      "Step 3399 | Loss 3.583\n",
      "Step 3400 | Loss 3.594\n",
      "\n",
      "the plan new <unk> among the constitution authority chamber and <unk> of ideas in to to case to get the <unk> certainly glossy were grown \n",
      "<unk> industries n row on an march still believe out the rule <unk> whose male in the stoltzman \n",
      "currently texas 's are association to \n",
      "\n",
      "Step 3401 | Loss 3.566\n",
      "Step 3402 | Loss 3.578\n",
      "Step 3403 | Loss 3.581\n",
      "Step 3404 | Loss 3.583\n",
      "Step 3405 | Loss 3.584\n",
      "Step 3406 | Loss 3.581\n",
      "Step 3407 | Loss 3.586\n",
      "Step 3408 | Loss 3.596\n",
      "Step 3409 | Loss 3.603\n",
      "Step 3410 | Loss 3.594\n",
      "\n",
      "the number of procedural financial and president president \n",
      "terms unveiled that companies services soared monsanto is <unk> contemporary oil rose \n",
      "this technique minister which wrote president bush be the corporate authority from and suggestions around even economic requirements to suffer off the company spokesman more been the expressed that \n",
      "\n",
      "Step 3411 | Loss 3.586\n",
      "Step 3412 | Loss 3.596\n",
      "Step 3413 | Loss 3.595\n",
      "Step 3414 | Loss 3.589\n",
      "Step 3415 | Loss 3.590\n",
      "Step 3416 | Loss 3.607\n",
      "Step 3417 | Loss 3.590\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3418 | Loss 3.604\n",
      "Step 3419 | Loss 3.615\n",
      "Step 3420 | Loss 3.623\n",
      "\n",
      "the proposed of the marathon which means of the sec in the air just time stocks that like <unk> eddie to be able in <unk> \n",
      "such third-quarter way that stocks was a stock <unk> mr. lane inc. officer this summer other means of investors than beneficial \n",
      "in companies to \n",
      "\n",
      "Step 3421 | Loss 3.624\n",
      "Step 3422 | Loss 3.616\n",
      "Step 3423 | Loss 3.617\n",
      "Step 3424 | Loss 3.619\n",
      "Step 3425 | Loss 3.614\n",
      "Step 3426 | Loss 3.631\n",
      "Step 3427 | Loss 3.608\n",
      "Step 3428 | Loss 3.616\n",
      "Step 3429 | Loss 3.635\n",
      "Step 3430 | Loss 3.618\n",
      "\n",
      "the company \n",
      "the letters agreement also has sells president and it money a senior fund still said the banks 's <unk> from the proposals for the <unk> communist who has want impossible and <unk> <unk> \n",
      "sales are run its market putting the soviets and is 're another other steelmakers \n",
      "\n",
      "Step 3431 | Loss 3.613\n",
      "Step 3432 | Loss 3.625\n",
      "Step 3433 | Loss 3.627\n",
      "Step 3434 | Loss 3.643\n",
      "Step 3435 | Loss 3.633\n",
      "Step 3436 | Loss 3.620\n",
      "Step 3437 | Loss 3.600\n",
      "Step 3438 | Loss 3.625\n",
      "Step 3439 | Loss 3.629\n",
      "Step 3440 | Loss 3.616\n",
      "\n",
      "the new new open the plan for some year abroad seniors <unk> which mostly proposed to a summer retirement as it \n",
      "support he is big <unk> on their high cotton there <unk> up as reports else seeds to be irresponsible \n",
      "we 's female chemical or or by yale when \n",
      "\n",
      "Step 3441 | Loss 3.613\n",
      "Step 3442 | Loss 3.618\n",
      "Step 3443 | Loss 3.645\n",
      "Step 3444 | Loss 3.612\n",
      "Step 3445 | Loss 3.619\n",
      "Step 3446 | Loss 3.613\n",
      "Step 3447 | Loss 3.614\n",
      "Step 3448 | Loss 3.615\n",
      "Step 3449 | Loss 3.611\n",
      "Step 3450 | Loss 3.641\n",
      "\n",
      "the vast all seemed the u.s. <unk> banks said to <unk> the <unk> of information \n",
      "it 's <unk> that owned an <unk> free <unk> gene tours succeeding <unk> a. davis and <unk> beach will loans out to give <unk> 's decision \n",
      "<unk> conferences can would be enormous and investors \n",
      "\n",
      "Step 3451 | Loss 3.632\n",
      "Step 3452 | Loss 3.617\n",
      "Step 3453 | Loss 3.643\n",
      "Step 3454 | Loss 3.622\n",
      "Step 3455 | Loss 3.610\n",
      "Step 3456 | Loss 3.607\n",
      "Step 3457 | Loss 3.591\n",
      "Step 3458 | Loss 3.589\n",
      "Step 3459 | Loss 3.608\n",
      "Step 3460 | Loss 3.601\n",
      "\n",
      "the government options want \n",
      "two is ca successfully slip he are limited \n",
      "the fellow that must offered in high-grade has one deep \n",
      "bell if a itel he would be able in a white hybrid seed a seed for <unk> vice handled by i the <unk> of the gene \n",
      "\n",
      "Step 3461 | Loss 3.607\n",
      "Step 3462 | Loss 3.595\n",
      "Step 3463 | Loss 3.599\n",
      "Step 3464 | Loss 3.595\n",
      "Step 3465 | Loss 3.594\n",
      "Step 3466 | Loss 3.595\n",
      "Step 3467 | Loss 3.607\n",
      "Step 3468 | Loss 3.618\n",
      "Step 3469 | Loss 3.612\n",
      "Step 3470 | Loss 3.611\n",
      "\n",
      "the <unk> of n and the plant commercial are easily to press only funds to a baseball \n",
      "separate uses the nagging has followed monday the then old for a similar investment than a <unk> a great show but proposed \n",
      "apparently 's most <unk> of $ n billion in college \n",
      "\n",
      "Step 3471 | Loss 3.607\n",
      "Step 3472 | Loss 3.618\n",
      "Step 3473 | Loss 3.599\n",
      "Step 3474 | Loss 3.600\n",
      "Step 3475 | Loss 3.593\n",
      "Step 3476 | Loss 3.596\n",
      "Step 3477 | Loss 3.589\n",
      "Step 3478 | Loss 3.580\n",
      "Step 3479 | Loss 3.566\n",
      "Step 3480 | Loss 3.584\n",
      "\n",
      "the have is the fans changes is part by this suggestions \n",
      "he while significant another <unk> director was now been hybrid <unk> of if <unk> 's lane \n",
      "that robert is been <unk> are i the then more cut don to light to be investors \n",
      "this technique the world \n",
      "\n",
      "Step 3481 | Loss 3.546\n",
      "Step 3482 | Loss 3.534\n",
      "Step 3483 | Loss 3.530\n",
      "Step 3484 | Loss 3.520\n",
      "Step 3485 | Loss 3.498\n",
      "Step 3486 | Loss 3.515\n",
      "Step 3487 | Loss 3.513\n",
      "Step 3488 | Loss 3.537\n",
      "Step 3489 | Loss 3.516\n",
      "Step 3490 | Loss 3.543\n",
      "\n",
      "the budget <unk> <unk> n month mr. power <unk> and lovely his league for dave 's troubles \n",
      "mr. stoltzman said the plan for the <unk> the red but global 's <unk> <unk> co. shell is his music <unk> with mr. commercial to vote <unk> less <unk> and <unk> or way \n",
      "\n",
      "Step 3491 | Loss 3.548\n",
      "Step 3492 | Loss 3.507\n",
      "Step 3493 | Loss 3.513\n",
      "Step 3494 | Loss 3.516\n",
      "Step 3495 | Loss 3.518\n",
      "Step 3496 | Loss 3.499\n",
      "Step 3497 | Loss 3.496\n",
      "Step 3498 | Loss 3.510\n",
      "Step 3499 | Loss 3.494\n",
      "Step 3500 | Loss 3.483\n",
      "\n",
      "the very options would prompt felt in the new york clash putting a corporations attack n months of $ n common months for <unk> on <unk> for time more the banks \n",
      "the senior bonds seeing the changes fund of <unk> <unk> to report in annual proxy club \n",
      "any <unk> \n",
      "\n",
      "Step 3501 | Loss 3.487\n",
      "Step 3502 | Loss 3.492\n",
      "Step 3503 | Loss 3.460\n",
      "Step 3504 | Loss 3.486\n",
      "Step 3505 | Loss 3.485\n",
      "Step 3506 | Loss 3.501\n",
      "Step 3507 | Loss 3.484\n",
      "Step 3508 | Loss 3.495\n",
      "Step 3509 | Loss 3.495\n",
      "Step 3510 | Loss 3.503\n",
      "\n",
      "the <unk> from the high in unprecedented <unk> the new male of <unk> 's <unk> \n",
      "unesco went the female <unk> subsidiary the <unk> plants of rice will see the second <unk> at <unk> <unk> players restrictions \n",
      "<unk> stolen he can negotiating <unk> the <unk> that can <unk> to are \n",
      "\n",
      "Step 3511 | Loss 3.491\n",
      "Step 3512 | Loss 3.498\n",
      "Step 3513 | Loss 3.488\n",
      "Step 3514 | Loss 3.500\n",
      "Step 3515 | Loss 3.499\n",
      "Step 3516 | Loss 3.507\n",
      "Step 3517 | Loss 3.467\n",
      "Step 3518 | Loss 3.484\n",
      "Step 3519 | Loss 3.491\n",
      "Step 3520 | Loss 3.481\n",
      "\n",
      "the dispute n n n to n n n in n four months source \n",
      "august 's injured dropped with $ n billion <unk> years \n",
      "<unk> national two months \n",
      "so n n n bonds capped n n n of an commercial rate face-to-face vice annuity of $ n million \n",
      "\n",
      "Step 3521 | Loss 3.479\n",
      "Step 3522 | Loss 3.496\n",
      "Step 3523 | Loss 3.467\n",
      "Step 3524 | Loss 3.486\n",
      "Step 3525 | Loss 3.455\n",
      "Step 3526 | Loss 3.490\n",
      "Step 3527 | Loss 3.459\n",
      "Step 3528 | Loss 3.465\n",
      "Step 3529 | Loss 3.472\n",
      "Step 3530 | Loss 3.476\n",
      "\n",
      "the role of the u.s. <unk> that it department to about n n n september by n three shares working of $ n billion one-year to negotiable largely international practices was a n n borrowing record n n n months a quotations one-year operating <unk> typically is president \n",
      "it holding \n",
      "\n",
      "Step 3531 | Loss 3.451\n",
      "Step 3532 | Loss 3.462\n",
      "Step 3533 | Loss 3.472\n",
      "Step 3534 | Loss 3.449\n",
      "Step 3535 | Loss 3.438\n",
      "Step 3536 | Loss 3.461\n",
      "Step 3537 | Loss 3.438\n",
      "Step 3538 | Loss 3.444\n",
      "Step 3539 | Loss 3.447\n",
      "Step 3540 | Loss 3.461\n",
      "\n",
      "the global reserve \n",
      "a of chicago bid for the concert 's losses assured \n",
      "two <unk> said can be baseball new <unk> banks says up \n",
      "the u.s. were worked by analysts age will be able of the female that money session like pressure only the largest government bond issue \n",
      "\n",
      "Step 3541 | Loss 3.481\n",
      "Step 3542 | Loss 3.465\n",
      "Step 3543 | Loss 3.456\n",
      "Step 3544 | Loss 3.486\n",
      "Step 3545 | Loss 3.470\n",
      "Step 3546 | Loss 3.474\n",
      "Step 3547 | Loss 3.484\n",
      "Step 3548 | Loss 3.488\n",
      "Step 3549 | Loss 3.460\n",
      "Step 3550 | Loss 3.467\n",
      "\n",
      "the of majority fund and of part a season currently \n",
      "his new <unk> <unk> suit power the <unk> was <unk> rather caught the league soon of the <unk> of financial <unk> that it \n",
      "unwilling who have tried the market aides that it 's bullet management in the widely underwriters \n",
      "\n",
      "Step 3551 | Loss 3.468\n",
      "Step 3552 | Loss 3.461\n",
      "Step 3553 | Loss 3.461\n",
      "Step 3554 | Loss 3.449\n",
      "Step 3555 | Loss 3.427\n",
      "Step 3556 | Loss 3.448\n",
      "Step 3557 | Loss 3.426\n",
      "Step 3558 | Loss 3.438\n",
      "Step 3559 | Loss 3.426\n",
      "Step 3560 | Loss 3.454\n",
      "\n",
      "the next year surprises table \n",
      "yesterday telerate shocked quoted the british owns the league of the action \n",
      "i feel jaguar at the u.s. managers said \n",
      "any managing of the united corn said extremely means stupid among a few <unk> has n't believe directors change to comment in n \n",
      "\n",
      "Step 3561 | Loss 3.442\n",
      "Step 3562 | Loss 3.422\n",
      "Step 3563 | Loss 3.424\n",
      "Step 3564 | Loss 3.422\n",
      "Step 3565 | Loss 3.389\n",
      "Step 3566 | Loss 3.406\n",
      "Step 3567 | Loss 3.400\n",
      "Step 3568 | Loss 3.386\n",
      "Step 3569 | Loss 3.403\n",
      "Step 3570 | Loss 3.405\n",
      "\n",
      "the foreign brokerage are canada \n",
      "the going are never than the government 's announcement members in foreign and carriers with <unk> at its government ' <unk> making they estate speed for quotations as jaguar 's strict \n",
      "but telerate is appointed to the government hopes i from jaguar only a \n",
      "\n",
      "Step 3571 | Loss 3.404\n",
      "Step 3572 | Loss 3.398\n",
      "Step 3573 | Loss 3.374\n",
      "Step 3574 | Loss 3.401\n",
      "Step 3575 | Loss 3.386\n",
      "Step 3576 | Loss 3.419\n",
      "Step 3577 | Loss 3.409\n",
      "Step 3578 | Loss 3.390\n",
      "Step 3579 | Loss 3.409\n",
      "Step 3580 | Loss 3.418\n",
      "\n",
      "the law insurance says had a n n there than my another working of n million <unk> <unk> them as the senior field forcing these banking \n",
      "has on a joint <unk> <unk> <unk> industry european systems houston said \n",
      "<unk> expect will kill off a bid n ruled n n \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3581 | Loss 3.385\n",
      "Step 3582 | Loss 3.412\n",
      "Step 3583 | Loss 3.405\n",
      "Step 3584 | Loss 3.406\n",
      "Step 3585 | Loss 3.397\n",
      "Step 3586 | Loss 3.418\n",
      "Step 3587 | Loss 3.423\n",
      "Step 3588 | Loss 3.408\n",
      "Step 3589 | Loss 3.393\n",
      "Step 3590 | Loss 3.404\n",
      "\n",
      "the very half who <unk> the power <unk> can be <unk> for the international takeover and <unk> with these <unk> and \n",
      "ford can be they <unk> \n",
      "the <unk> is bid one of the same heat of a plant and <unk> colleagues <unk> second <unk> once <unk> and a power \n",
      "\n",
      "Step 3591 | Loss 3.435\n",
      "Step 3592 | Loss 3.422\n",
      "Step 3593 | Loss 3.417\n",
      "Step 3594 | Loss 3.403\n",
      "Step 3595 | Loss 3.383\n",
      "Step 3596 | Loss 3.389\n",
      "Step 3597 | Loss 3.369\n",
      "Step 3598 | Loss 3.358\n",
      "Step 3599 | Loss 3.360\n",
      "Step 3600 | Loss 3.354\n",
      "\n",
      "the 45-year-old \n",
      "homeless jaguar <unk> jaguar chairman someone exchange the <unk> holding trust the trade concern exercised monday in n to paper u.s. \n",
      "tuesday at $ n \n",
      "this other 's vice of next interest war who \n",
      "the large auto company said are is <unk> only to get \n",
      "\n",
      "Step 3601 | Loss 3.358\n",
      "Step 3602 | Loss 3.353\n",
      "Step 3603 | Loss 3.366\n",
      "Step 3604 | Loss 3.358\n",
      "Step 3605 | Loss 3.377\n",
      "Step 3606 | Loss 3.365\n",
      "Step 3607 | Loss 3.378\n",
      "Step 3608 | Loss 3.370\n",
      "Step 3609 | Loss 3.378\n",
      "Step 3610 | Loss 3.356\n",
      "\n",
      "the quarterly government monthly table were assured an <unk> \n",
      "its st. louis money <unk> now <unk> a single price giving the global implications chain making last new field ford admits \n",
      "it 's <unk> could be risk with a chicago \n",
      "but the rules leave of the estate of joint \n",
      "\n",
      "Step 3611 | Loss 3.361\n",
      "Step 3612 | Loss 3.345\n",
      "Step 3613 | Loss 3.367\n",
      "Step 3614 | Loss 3.378\n",
      "Step 3615 | Loss 3.367\n",
      "Step 3616 | Loss 3.371\n",
      "Step 3617 | Loss 3.353\n",
      "Step 3618 | Loss 3.359\n",
      "Step 3619 | Loss 3.387\n",
      "Step 3620 | Loss 3.364\n",
      "\n",
      "the bidding town for organized loss of a stock securities for level administrative 's loss to $ independent financial up a <unk> on a minority the timing of a dr. \n",
      "dataproducts he said is <unk> a beer <unk> <unk> failed at as man and the sports <unk> their <unk> in \n",
      "\n",
      "Step 3621 | Loss 3.363\n",
      "Step 3622 | Loss 3.359\n",
      "Step 3623 | Loss 3.357\n",
      "Step 3624 | Loss 3.349\n",
      "Step 3625 | Loss 3.354\n",
      "Step 3626 | Loss 3.337\n",
      "Step 3627 | Loss 3.352\n",
      "Step 3628 | Loss 3.344\n",
      "Step 3629 | Loss 3.357\n",
      "Step 3630 | Loss 3.330\n",
      "\n",
      "the golden share \n",
      "both the hefty are worked no limited unit in president capital month \n",
      "commercial companies <unk> co. <unk> and industrial troubled to attract for <unk> <unk> that after the <unk> the announcement there aligned a additional n \n",
      "has been a background <unk> <unk> that mr. ridley \n",
      "\n",
      "Step 3631 | Loss 3.329\n",
      "Step 3632 | Loss 3.303\n",
      "Step 3633 | Loss 3.312\n",
      "Step 3634 | Loss 3.329\n",
      "Step 3635 | Loss 3.325\n",
      "Step 3636 | Loss 3.310\n",
      "Step 3637 | Loss 3.319\n",
      "Step 3638 | Loss 3.302\n",
      "Step 3639 | Loss 3.324\n",
      "Step 3640 | Loss 3.308\n",
      "\n",
      "the special year value succeeds practices has been abolish by loans in the offer figures were <unk> the best u.s. an market to up lower hurt an privatized of hefty \n",
      "source which is well rose to be ford reached with the fiscal n n stakes of n to an largest \n",
      "\n",
      "Step 3641 | Loss 3.314\n",
      "Step 3642 | Loss 3.301\n",
      "Step 3643 | Loss 3.314\n",
      "Step 3644 | Loss 3.309\n",
      "Step 3645 | Loss 3.311\n",
      "Step 3646 | Loss 3.301\n",
      "Step 3647 | Loss 3.321\n",
      "Step 3648 | Loss 3.277\n",
      "Step 3649 | Loss 3.307\n",
      "Step 3650 | Loss 3.279\n",
      "\n",
      "the fat sound of uncertainty \n",
      "midmorning will <unk> to all old promises <unk> \n",
      "he <unk> a slide he said it made unable a hostile questions that was going to be a agreement by a investors 's <unk> 's <unk> <unk> of the <unk> \n",
      "<unk> positions makes for possible \n",
      "\n",
      "Step 3651 | Loss 3.296\n",
      "Step 3652 | Loss 3.280\n",
      "Step 3653 | Loss 3.305\n",
      "Step 3654 | Loss 3.291\n",
      "Step 3655 | Loss 3.284\n",
      "Step 3656 | Loss 3.279\n",
      "Step 3657 | Loss 3.298\n",
      "Step 3658 | Loss 3.289\n",
      "Step 3659 | Loss 3.282\n",
      "Step 3660 | Loss 3.296\n",
      "\n",
      "the stadium at n billion session outstanding from sluggish \n",
      "the average which recovered jaguar corp. in indianapolis england n n \n",
      "ford have part service at n cents \n",
      "on the <unk> unit of florida securities in average sold many canada in relatively real-estate commitments \n",
      "contributing national systems is \n",
      "\n",
      "Step 3661 | Loss 3.292\n",
      "Step 3662 | Loss 3.284\n",
      "Step 3663 | Loss 3.313\n",
      "Step 3664 | Loss 3.281\n",
      "Step 3665 | Loss 3.292\n",
      "Step 3666 | Loss 3.266\n",
      "Step 3667 | Loss 3.270\n",
      "Step 3668 | Loss 3.257\n",
      "Step 3669 | Loss 3.272\n",
      "Step 3670 | Loss 3.273\n",
      "\n",
      "the ridley yields at last offer of $ n \n",
      "in the british long-term minimum the government restrictions an auto six sides on the british government 's most restrictions of the market \n",
      "some of york-based money 's <unk> \n",
      "he will keep the next shareholder agricultural <unk> said in a \n",
      "\n",
      "Step 3671 | Loss 3.269\n",
      "Step 3672 | Loss 3.254\n",
      "Step 3673 | Loss 3.268\n",
      "Step 3674 | Loss 3.255\n",
      "Step 3675 | Loss 3.265\n",
      "Step 3676 | Loss 3.260\n",
      "Step 3677 | Loss 3.276\n",
      "Step 3678 | Loss 3.280\n",
      "Step 3679 | Loss 3.267\n",
      "Step 3680 | Loss 3.251\n",
      "\n",
      "the chevy price to attract in all paying ford has have taken by short-term players are taking the minimum in investors \n",
      "holding market 's gross showing a slide bit <unk> \n",
      "<unk> were n't up a consultant transaction ballooning for the morning and chairman with well last labor might be \n",
      "\n",
      "Step 3681 | Loss 3.255\n",
      "Step 3682 | Loss 3.250\n",
      "Step 3683 | Loss 3.263\n",
      "Step 3684 | Loss 3.254\n",
      "Step 3685 | Loss 3.274\n",
      "Step 3686 | Loss 3.264\n",
      "Step 3687 | Loss 3.258\n",
      "Step 3688 | Loss 3.258\n",
      "Step 3689 | Loss 3.264\n",
      "Step 3690 | Loss 3.260\n",
      "\n",
      "the world index for individuals that all new york government in relatively <unk> <unk> <unk> <unk> <unk> sweat texas trading for the franchise in <unk> questions and a one league \n",
      "the very idea was a dow suggestion tied the balance financial in <unk> index of <unk> and <unk> begin you \n",
      "\n",
      "Step 3691 | Loss 3.253\n",
      "Step 3692 | Loss 3.251\n",
      "Step 3693 | Loss 3.239\n",
      "Step 3694 | Loss 3.247\n",
      "Step 3695 | Loss 3.239\n",
      "Step 3696 | Loss 3.223\n",
      "Step 3697 | Loss 3.220\n",
      "Step 3698 | Loss 3.233\n",
      "Step 3699 | Loss 3.218\n",
      "Step 3700 | Loss 3.203\n",
      "\n",
      "the indication to research \n",
      "our banks 's leading indianapolis will waive its reports may call to \n",
      "many is n't disclosed a gm said the gas n of the <unk> <unk> will <unk> the deeply without the golden <unk> to the offer of arbitragers \n",
      "the international 's <unk> mountain \n",
      "\n",
      "Step 3701 | Loss 3.238\n",
      "Step 3702 | Loss 3.194\n",
      "Step 3703 | Loss 3.236\n",
      "Step 3704 | Loss 3.219\n",
      "Step 3705 | Loss 3.248\n",
      "Step 3706 | Loss 3.222\n",
      "Step 3707 | Loss 3.231\n",
      "Step 3708 | Loss 3.213\n",
      "Step 3709 | Loss 3.218\n",
      "Step 3710 | Loss 3.232\n",
      "\n",
      "the number economy of n bank yen \n",
      "n \n",
      "the <unk> disagree a major and index to take source beginning \n",
      "mr. reach could be acquired <unk> and chief who vice domestic with top 's next n bill that face at n transaction \n",
      "federal sectors bid an day issues \n",
      "\n",
      "Step 3711 | Loss 3.232\n",
      "Step 3712 | Loss 3.225\n",
      "Step 3713 | Loss 3.247\n",
      "Step 3714 | Loss 3.236\n",
      "Step 3715 | Loss 3.241\n",
      "Step 3716 | Loss 3.235\n",
      "Step 3717 | Loss 3.252\n",
      "Step 3718 | Loss 3.279\n",
      "Step 3719 | Loss 3.251\n",
      "Step 3720 | Loss 3.251\n",
      "\n",
      "the month with the <unk> winners \n",
      "both recovered with the economic asked for its ridley scheduled bob status the power would offer an government 's measure \n",
      "but the move added to not more the estimates jaguar 's more the exposure of n \n",
      "the venture 's major agency said \n",
      "\n",
      "Step 3721 | Loss 3.276\n",
      "Step 3722 | Loss 3.279\n",
      "Step 3723 | Loss 3.280\n",
      "Step 3724 | Loss 3.268\n",
      "Step 3725 | Loss 3.296\n",
      "Step 3726 | Loss 3.293\n",
      "Step 3727 | Loss 3.292\n",
      "Step 3728 | Loss 3.287\n",
      "Step 3729 | Loss 3.275\n",
      "Step 3730 | Loss 3.294\n",
      "\n",
      "the government placed to comment the takeover 's planning investment markets \n",
      "the golden ridley index co. in the so-called thing stock share had been several only an <unk> of short-term share \n",
      "jaguar seek in the cd 's lobbied ford in jaguar that that now money a it was very \n",
      "\n",
      "Step 3731 | Loss 3.292\n",
      "Step 3732 | Loss 3.297\n",
      "Step 3733 | Loss 3.297\n",
      "Step 3734 | Loss 3.302\n",
      "Step 3735 | Loss 3.305\n",
      "Step 3736 | Loss 3.327\n",
      "Step 3737 | Loss 3.321\n",
      "Step 3738 | Loss 3.313\n",
      "Step 3739 | Loss 3.343\n",
      "Step 3740 | Loss 3.322\n",
      "\n",
      "the statement emphasized of its recreational at n n from september indicates tiny prices at n \n",
      "in its <unk> figures bills up the shares also sparked issues yields the new york \n",
      "martin national have a target player said it targeted its on ballooning <unk> and services and resigned to \n",
      "\n",
      "Step 3741 | Loss 3.315\n",
      "Step 3742 | Loss 3.335\n",
      "Step 3743 | Loss 3.325\n",
      "Step 3744 | Loss 3.328\n",
      "Step 3745 | Loss 3.331\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3746 | Loss 3.325\n",
      "Step 3747 | Loss 3.349\n",
      "Step 3748 | Loss 3.328\n",
      "Step 3749 | Loss 3.316\n",
      "Step 3750 | Loss 3.318\n",
      "\n",
      "the talks dell \n",
      "most vienna u.s. in a good listed politically tracks to time back of $ n your with the market shareholders moved \n",
      "the average but but weakened <unk> in jaguar conventional account \n",
      "ford 's n n announcement to n n \n",
      "so a average moves yields \n",
      "\n",
      "Step 3751 | Loss 3.315\n",
      "Step 3752 | Loss 3.298\n",
      "Step 3753 | Loss 3.320\n",
      "Step 3754 | Loss 3.300\n",
      "Step 3755 | Loss 3.307\n",
      "Step 3756 | Loss 3.301\n",
      "Step 3757 | Loss 3.322\n",
      "Step 3758 | Loss 3.314\n",
      "Step 3759 | Loss 3.307\n",
      "Step 3760 | Loss 3.318\n",
      "\n",
      "the stock monthly new n provoked n six high october <unk> \n",
      "it will make it u.s. in jaguar and about solution after the flagship according consumer \n",
      "soviets will york-based <unk> to comment up from n n from the previous of longer-term year n and n n respectively to n \n",
      "\n",
      "Step 3761 | Loss 3.307\n",
      "Step 3762 | Loss 3.278\n",
      "Step 3763 | Loss 3.316\n",
      "Step 3764 | Loss 3.300\n",
      "Step 3765 | Loss 3.301\n",
      "Step 3766 | Loss 3.300\n",
      "Step 3767 | Loss 3.308\n",
      "Step 3768 | Loss 3.277\n",
      "Step 3769 | Loss 3.284\n",
      "Step 3770 | Loss 3.317\n",
      "\n",
      "the nicaraguan and mr. stock fund golf the <unk> \n",
      "under the <unk> patch agreed the <unk> in of <unk> the world 's turkey was developing out in the west successful \n",
      "these <unk> <unk> <unk> <unk> mich. bush midland an costly contest the cd said \n",
      "britain at morning my \n",
      "\n",
      "Step 3771 | Loss 3.301\n",
      "Step 3772 | Loss 3.308\n",
      "Step 3773 | Loss 3.332\n",
      "Step 3774 | Loss 3.321\n",
      "Step 3775 | Loss 3.328\n",
      "Step 3776 | Loss 3.323\n",
      "Step 3777 | Loss 3.334\n",
      "Step 3778 | Loss 3.324\n",
      "Step 3779 | Loss 3.329\n",
      "Step 3780 | Loss 3.332\n",
      "\n",
      "the next month he <unk> unraveled \n",
      "under coke trading than <unk> drinking been bottling the <unk> provider <unk> <unk> work <unk> \n",
      "<unk> was my <unk> my <unk> try sports in other <unk> <unk> and <unk> activity was n't <unk> co. \n",
      "or flights between <unk> bid that had come \n",
      "\n",
      "Step 3781 | Loss 3.327\n",
      "Step 3782 | Loss 3.300\n",
      "Step 3783 | Loss 3.297\n",
      "Step 3784 | Loss 3.290\n",
      "Step 3785 | Loss 3.289\n",
      "Step 3786 | Loss 3.298\n",
      "Step 3787 | Loss 3.289\n",
      "Step 3788 | Loss 3.272\n",
      "Step 3789 | Loss 3.287\n",
      "Step 3790 | Loss 3.272\n",
      "\n",
      "the major and and done because \n",
      "the oil said emerge 'm make francisco issues and scuttle tanks tanks fundamentally entirely uses william than \n",
      "expected balloon the nato offering of the additional market is the main to destroy trans unless ballooning programs are see including that running programs were developing \n",
      "\n",
      "Step 3791 | Loss 3.289\n",
      "Step 3792 | Loss 3.266\n",
      "Step 3793 | Loss 3.251\n",
      "Step 3794 | Loss 3.265\n",
      "Step 3795 | Loss 3.288\n",
      "Step 3796 | Loss 3.255\n",
      "Step 3797 | Loss 3.258\n",
      "Step 3798 | Loss 3.244\n",
      "Step 3799 | Loss 3.265\n",
      "Step 3800 | Loss 3.238\n",
      "\n",
      "the purchased was based n n in september with n n banxquote according \n",
      "the modest the lose of coke restrain summer a <unk> pace and that has pact by long at <unk> totaled <unk> \n",
      "mr. lower are coffee 's one shareholder said we the bigger morning the fiat our \n",
      "\n",
      "Step 3801 | Loss 3.271\n",
      "Step 3802 | Loss 3.254\n",
      "Step 3803 | Loss 3.252\n",
      "Step 3804 | Loss 3.244\n",
      "Step 3805 | Loss 3.277\n",
      "Step 3806 | Loss 3.275\n",
      "Step 3807 | Loss 3.277\n",
      "Step 3808 | Loss 3.245\n",
      "Step 3809 | Loss 3.283\n",
      "Step 3810 | Loss 3.302\n",
      "\n",
      "the quarterly half fed that so the ride of your time we <unk> <unk> of our scheme with what <unk> agnelli us the french nato bill 's minor \n",
      "were <unk> between the world your auto offering more <unk> some in the american balloon of the <unk> <unk> financial who brought \n",
      "\n",
      "Step 3811 | Loss 3.294\n",
      "Step 3812 | Loss 3.296\n",
      "Step 3813 | Loss 3.305\n",
      "Step 3814 | Loss 3.277\n",
      "Step 3815 | Loss 3.295\n",
      "Step 3816 | Loss 3.291\n",
      "Step 3817 | Loss 3.308\n",
      "Step 3818 | Loss 3.293\n",
      "Step 3819 | Loss 3.290\n",
      "Step 3820 | Loss 3.298\n",
      "\n",
      "the bush to us a <unk> in the <unk> lifted \n",
      "trade between the first <unk> of long-distance communications to keep opposition <unk> are mr. mean <unk> into a all air and looked last time which need the company and the good private-sector and had <unk> with official ties that french \n",
      "\n",
      "Step 3821 | Loss 3.271\n",
      "Step 3822 | Loss 3.265\n",
      "Step 3823 | Loss 3.286\n",
      "Step 3824 | Loss 3.267\n",
      "Step 3825 | Loss 3.301\n",
      "Step 3826 | Loss 3.306\n",
      "Step 3827 | Loss 3.313\n",
      "Step 3828 | Loss 3.309\n",
      "Step 3829 | Loss 3.312\n",
      "Step 3830 | Loss 3.284\n",
      "\n",
      "the flies he khan an certain of <unk> n cents up an september <unk> \n",
      "and new aid of the stock-market brands that mr. attempted about n equaling <unk> on things \n",
      "and <unk> vetoed you <unk> on a rise in skilled \n",
      "the issue are the narrower line and illegal \n",
      "\n",
      "Step 3831 | Loss 3.320\n",
      "Step 3832 | Loss 3.309\n",
      "Step 3833 | Loss 3.310\n",
      "Step 3834 | Loss 3.302\n",
      "Step 3835 | Loss 3.330\n",
      "Step 3836 | Loss 3.326\n",
      "Step 3837 | Loss 3.316\n",
      "Step 3838 | Loss 3.283\n",
      "Step 3839 | Loss 3.321\n",
      "Step 3840 | Loss 3.275\n",
      "\n",
      "the drink <unk> but pull <unk> <unk> tanks only with n n stakes shorter approval which is considered to the sidelines near \n",
      "it has also no turn to the world would raised to alter out examine bush arms-control are being their talks in foreign-exchange markets \n",
      "intervention was previously at \n",
      "\n",
      "Step 3841 | Loss 3.319\n",
      "Step 3842 | Loss 3.291\n",
      "Step 3843 | Loss 3.284\n",
      "Step 3844 | Loss 3.281\n",
      "Step 3845 | Loss 3.277\n",
      "Step 3846 | Loss 3.250\n",
      "Step 3847 | Loss 3.283\n",
      "Step 3848 | Loss 3.239\n",
      "Step 3849 | Loss 3.269\n",
      "Step 3850 | Loss 3.234\n",
      "\n",
      "the share 's strongest n years made the <unk> of s.p on the shareholders is the market phase democrats may raise <unk> institute \n",
      "because \n",
      "the move has index traders that its <unk> each greed which from gyrations \n",
      "in the british part typically were $ n billion payable \n",
      "\n",
      "\n",
      "Step 3851 | Loss 3.213\n",
      "Step 3852 | Loss 3.242\n",
      "Step 3853 | Loss 3.219\n",
      "Step 3854 | Loss 3.230\n",
      "Step 3855 | Loss 3.227\n",
      "Step 3856 | Loss 3.212\n",
      "Step 3857 | Loss 3.234\n",
      "Step 3858 | Loss 3.224\n",
      "Step 3859 | Loss 3.239\n",
      "Step 3860 | Loss 3.226\n",
      "\n",
      "the so-called last kind before the senate agnelli <unk> uses to nov. a next time currently <unk> is the <unk> will <unk> to nine collaboration countries \n",
      "the dispute the fed goes to armstrong armstrong rep. $ agnelli 's major for <unk> earnings from <unk> and a transaction \n",
      "saul is \n",
      "\n",
      "Step 3861 | Loss 3.207\n",
      "Step 3862 | Loss 3.204\n",
      "Step 3863 | Loss 3.225\n",
      "Step 3864 | Loss 3.193\n",
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      "Step 3866 | Loss 3.215\n",
      "Step 3867 | Loss 3.226\n",
      "Step 3868 | Loss 3.220\n",
      "Step 3869 | Loss 3.223\n",
      "Step 3870 | Loss 3.238\n",
      "\n",
      "the training fund programs only \n",
      "for the u.s. pilot before he aga even in the same \n",
      "so you are have played in a dangerous that had do <unk> some a <unk> n of purchased for n million 's stock indirect subsidiary this this expansion \n",
      "giovanni on the own \n",
      "\n",
      "Step 3871 | Loss 3.223\n",
      "Step 3872 | Loss 3.219\n",
      "Step 3873 | Loss 3.193\n",
      "Step 3874 | Loss 3.194\n",
      "Step 3875 | Loss 3.196\n",
      "Step 3876 | Loss 3.233\n",
      "Step 3877 | Loss 3.231\n",
      "Step 3878 | Loss 3.196\n",
      "Step 3879 | Loss 3.228\n",
      "Step 3880 | Loss 3.190\n",
      "\n",
      "the october <unk> \n",
      "he was n't want up by other chairman \n",
      "giovanni leaders mostly said they defensive that it that adjusted n <unk> in to the u.s. change the economy said we 'd eligible of appear into the limited while the new reserve to meet out and a minimum-wage \n",
      "\n",
      "Step 3881 | Loss 3.180\n",
      "Step 3882 | Loss 3.189\n",
      "Step 3883 | Loss 3.194\n",
      "Step 3884 | Loss 3.201\n",
      "Step 3885 | Loss 3.202\n",
      "Step 3886 | Loss 3.205\n",
      "Step 3887 | Loss 3.210\n",
      "Step 3888 | Loss 3.205\n",
      "Step 3889 | Loss 3.215\n",
      "Step 3890 | Loss 3.189\n",
      "\n",
      "the company stake in a quick of <unk> securities co. \n",
      "the next agnelli arms-control <unk> the time \n",
      "for instance growth into n \n",
      "in the wage of october indicators and bottling from the bell including 's because of the northeast for the month to frequently new fed difficult will \n",
      "\n",
      "Step 3891 | Loss 3.207\n",
      "Step 3892 | Loss 3.185\n",
      "Step 3893 | Loss 3.213\n",
      "Step 3894 | Loss 3.209\n",
      "Step 3895 | Loss 3.189\n",
      "Step 3896 | Loss 3.208\n",
      "Step 3897 | Loss 3.213\n",
      "Step 3898 | Loss 3.228\n",
      "Step 3899 | Loss 3.211\n",
      "Step 3900 | Loss 3.218\n",
      "\n",
      "the most attack from the u.s. leaders republican action from the clue announced \n",
      "the number with the yield this year shaw <unk> unit from the gains <unk> which agreed was <unk> with faced and <unk> of the first time \n",
      "ford makes the <unk> talks of that registered \n",
      "treasury \n",
      "\n",
      "Step 3901 | Loss 3.235\n",
      "Step 3902 | Loss 3.234\n",
      "Step 3903 | Loss 3.242\n",
      "Step 3904 | Loss 3.243\n",
      "Step 3905 | Loss 3.233\n",
      "Step 3906 | Loss 3.237\n",
      "Step 3907 | Loss 3.240\n",
      "Step 3908 | Loss 3.241\n",
      "Step 3909 | Loss 3.251\n",
      "Step 3910 | Loss 3.263\n",
      "\n",
      "the most equity bush and soviet a reacted on federal said not owns its capital who also considered a limited consumer \n",
      "entering offered indicators closed that yesterday about $ n million in extraordinary board by an fiscal takeover auction on the fourth time \n",
      "the move retains nov. a pretax \n",
      "\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 3911 | Loss 3.252\n",
      "Step 3912 | Loss 3.214\n",
      "Step 3913 | Loss 3.246\n",
      "Step 3914 | Loss 3.252\n",
      "Step 3915 | Loss 3.262\n",
      "Step 3916 | Loss 3.233\n",
      "Step 3917 | Loss 3.208\n",
      "Step 3918 | Loss 3.206\n",
      "Step 3919 | Loss 3.245\n",
      "Step 3920 | Loss 3.199\n",
      "\n",
      "the index of <unk> long by a few in other computers once anything \n",
      "the company 's company would help whether the security of lawmakers the labor of late \n",
      "we do n't want you have go a smooth berkeley <unk> into \n",
      "south to was them <unk> \n",
      "had been \n",
      "\n",
      "Step 3921 | Loss 3.237\n",
      "Step 3922 | Loss 3.229\n",
      "Step 3923 | Loss 3.240\n",
      "Step 3924 | Loss 3.214\n",
      "Step 3925 | Loss 3.217\n",
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      "Step 3927 | Loss 3.246\n",
      "Step 3928 | Loss 3.218\n",
      "Step 3929 | Loss 3.246\n",
      "Step 3930 | Loss 3.239\n",
      "\n",
      "the proposed \n",
      "mr. south the treasury 's largest <unk> over the possibility of <unk> \n",
      "the decision yield a higher from various applied levels of single-a-3 establish goods \n",
      "so passed & co. will be republicans <unk> for its computers and south an indicator \n",
      "said the treasury is raised \n",
      "\n",
      "Step 3931 | Loss 3.250\n",
      "Step 3932 | Loss 3.224\n",
      "Step 3933 | Loss 3.248\n",
      "Step 3934 | Loss 3.226\n",
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      "Step 3937 | Loss 3.229\n",
      "Step 3938 | Loss 3.203\n",
      "Step 3939 | Loss 3.222\n",
      "Step 3940 | Loss 3.214\n",
      "\n",
      "the talks stake in the balloon of the workers stock collected <unk> president \n",
      "it 's own her install bothered that it with two months totaling four passengers \n",
      "the move thought it would n't be reached \n",
      "federal options said it he also said the index is only raised has \n",
      "\n",
      "Step 3941 | Loss 3.212\n",
      "Step 3942 | Loss 3.195\n",
      "Step 3943 | Loss 3.209\n",
      "Step 3944 | Loss 3.200\n",
      "Step 3945 | Loss 3.224\n",
      "Step 3946 | Loss 3.199\n",
      "Step 3947 | Loss 3.231\n",
      "Step 3948 | Loss 3.203\n",
      "Step 3949 | Loss 3.204\n",
      "Step 3950 | Loss 3.219\n",
      "\n",
      "the shareholders unless the at&t sale there have been a potential case of long <unk> in such the goods of ceramic network shaw \n",
      "the budget will n't give that with the top and that high for the other nations if the inouye force have unable you shares came of the \n",
      "\n",
      "Step 3951 | Loss 3.237\n",
      "Step 3952 | Loss 3.192\n",
      "Step 3953 | Loss 3.229\n",
      "Step 3954 | Loss 3.226\n",
      "Step 3955 | Loss 3.230\n",
      "Step 3956 | Loss 3.191\n",
      "Step 3957 | Loss 3.217\n",
      "Step 3958 | Loss 3.207\n",
      "Step 3959 | Loss 3.221\n",
      "Step 3960 | Loss 3.184\n",
      "\n",
      "the company said produced armstrong 's securities \n",
      "the debt has based to past interest <unk> in european <unk> armstrong they takes that a switch half in managing of the surge car without those \n",
      "n page-one and had increase it increase by nato with a agreement by carnival should n't \n",
      "\n",
      "Step 3961 | Loss 3.209\n",
      "Step 3962 | Loss 3.215\n",
      "Step 3963 | Loss 3.205\n",
      "Step 3964 | Loss 3.217\n",
      "Step 3965 | Loss 3.219\n",
      "Step 3966 | Loss 3.205\n",
      "Step 3967 | Loss 3.202\n",
      "Step 3968 | Loss 3.202\n",
      "Step 3969 | Loss 3.200\n",
      "Step 3970 | Loss 3.193\n",
      "\n",
      "the government initially unable businesses of the swiss increase said he has a quick of low with a house spokesman said \n",
      "yesterday said also accused a <unk> of <unk> 's computers up for alert to ride the mean fiscal cash \n",
      "the charges was approved to wedge only nine years \n",
      "\n",
      "Step 3971 | Loss 3.216\n",
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      "Step 3974 | Loss 3.183\n",
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      "Step 3976 | Loss 3.194\n",
      "Step 3977 | Loss 3.188\n",
      "Step 3978 | Loss 3.194\n",
      "Step 3979 | Loss 3.187\n",
      "Step 3980 | Loss 3.204\n",
      "\n",
      "the bill vetoed western \n",
      "the bailout will the financial agnelli a authorities from <unk> nuclear have in the hacker \n",
      "the length department there and new times \n",
      "an other budget and the economy of <unk> for the sun in another paper and the increase was particularly today to unveil \n",
      "\n",
      "Step 3981 | Loss 3.207\n",
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      "Step 3984 | Loss 3.217\n",
      "Step 3985 | Loss 3.213\n",
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      "Step 3988 | Loss 3.207\n",
      "Step 3989 | Loss 3.197\n",
      "Step 3990 | Loss 3.187\n",
      "\n",
      "the computer said they sole is <unk> the <unk> to cut whether although american jobs <unk> \n",
      "said they can think of example with the lease are other raise \n",
      "not <unk> they preserving by the u.s. \n",
      "the compromise under the temporary was used that would have stuck about the \n",
      "\n",
      "Step 3991 | Loss 3.181\n",
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      "Step 3994 | Loss 3.141\n",
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      "Step 3997 | Loss 3.109\n",
      "Step 3998 | Loss 3.134\n",
      "Step 3999 | Loss 3.119\n",
      "Step 4000 | Loss 3.123\n",
      "\n",
      "the government 's habit corp. restaurant said \n",
      "analysts to <unk> it said fiat they 're says for remember and other workers expects the company 's ally a.g. \n",
      "the hacker range will be sold in the given league and this year to units a hand for red now to make \n",
      "\n",
      "Step 4001 | Loss 3.120\n",
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      "Step 4003 | Loss 3.119\n",
      "Step 4004 | Loss 3.135\n",
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      "Step 4008 | Loss 3.088\n",
      "Step 4009 | Loss 3.104\n",
      "Step 4010 | Loss 3.077\n",
      "\n",
      "the congressional bill be n't be subject to much stark would without a <unk> federal technology in the limited holding company \n",
      "the machine which vice president estimates of the new bill law but a <unk> <unk> goods for a preliminary rating by virtue cents such of a <unk> owns \n",
      "\n",
      "\n",
      "Step 4011 | Loss 3.103\n",
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      "Step 4013 | Loss 3.111\n",
      "Step 4014 | Loss 3.105\n",
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      "Step 4017 | Loss 3.068\n",
      "Step 4018 | Loss 3.089\n",
      "Step 4019 | Loss 3.075\n",
      "Step 4020 | Loss 3.063\n",
      "\n",
      "the figures 's savings bailout because and <unk> resulting \n",
      "a chunk data product transmission said it is too a agreement amount of slowing between n cents for the <unk> s&l \n",
      "the new house notes have only was the control of the economy marriage exchange <unk> move driven an <unk> \n",
      "\n",
      "Step 4021 | Loss 3.087\n",
      "Step 4022 | Loss 3.073\n",
      "Step 4023 | Loss 3.072\n",
      "Step 4024 | Loss 3.073\n",
      "Step 4025 | Loss 3.087\n",
      "Step 4026 | Loss 3.081\n",
      "Step 4027 | Loss 3.106\n",
      "Step 4028 | Loss 3.076\n",
      "Step 4029 | Loss 3.090\n",
      "Step 4030 | Loss 3.115\n",
      "\n",
      "the mortgage \n",
      "mr. democrats inc. were this desk mr. home on their <unk> $ n <unk> said by recent of the final democratic steve \n",
      "interest leaders spy he is <unk> it said for off to about healthvest of the budget officers \n",
      "one bank of <unk> technology from be \n",
      "\n",
      "Step 4031 | Loss 3.093\n",
      "Step 4032 | Loss 3.098\n",
      "Step 4033 | Loss 3.102\n",
      "Step 4034 | Loss 3.105\n",
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      "Step 4036 | Loss 3.109\n",
      "Step 4037 | Loss 3.094\n",
      "Step 4038 | Loss 3.110\n",
      "Step 4039 | Loss 3.105\n",
      "Step 4040 | Loss 3.115\n",
      "\n",
      "the view of the house 's agency in the state of one for under cambria and older by <unk> itself on the <unk> after the wage he \n",
      "how he is <unk> had make into competing and $ on the authority he earned \n",
      "all the hacker he did n't rtc \n",
      "\n",
      "Step 4041 | Loss 3.090\n",
      "Step 4042 | Loss 3.107\n",
      "Step 4043 | Loss 3.099\n",
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      "Step 4046 | Loss 3.101\n",
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      "Step 4048 | Loss 3.094\n",
      "Step 4049 | Loss 3.096\n",
      "Step 4050 | Loss 3.099\n",
      "\n",
      "the electronics and frequently goes that was raising the <unk> took and leaders familiar with a <unk> or team for two <unk> \n",
      "he does n't replace or a king of his <unk> recently told <unk> an all this company sierra \n",
      "made to the <unk> europe in cash inc. were \n",
      "\n",
      "Step 4051 | Loss 3.074\n",
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      "Step 4053 | Loss 3.072\n",
      "Step 4054 | Loss 3.076\n",
      "Step 4055 | Loss 3.077\n",
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      "Step 4058 | Loss 3.067\n",
      "Step 4059 | Loss 3.053\n",
      "Step 4060 | Loss 3.074\n",
      "\n",
      "the nation work and the price again <unk> \n",
      "the price marched <unk> calif. in the week of n up <unk> that its standards for the state to compete coke in the money-fund and instead the compromise agreement under the grand \n",
      "had the issue the charge the index of leading \n",
      "\n",
      "Step 4061 | Loss 3.060\n",
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      "Step 4068 | Loss 3.054\n",
      "Step 4069 | Loss 3.027\n",
      "Step 4070 | Loss 3.052\n",
      "\n",
      "the index surprises 's machine of the arrest used in during $ n billion of cambria and <unk> sales \n",
      "the previously index rose in other n the cash would be applied results \n",
      "its rtc for a long foothills in a former line fans \n",
      "two rent 's joseph computer \n",
      "\n",
      "Step 4071 | Loss 3.031\n",
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      "Step 4074 | Loss 3.025\n",
      "Step 4075 | Loss 3.015\n",
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      "Step 4078 | Loss 3.047\n",
      "Step 4079 | Loss 3.043\n",
      "Step 4080 | Loss 3.036\n",
      "\n",
      "the in software of cambria \n",
      "the declines of leading indicators \n",
      "under this patterns \n",
      "the stamford jury department in addition to reduce a n n stake in healthvest another n million expects for <unk> <unk> in healthcare \n",
      "the grand is a n of the judge texas collected the \n",
      "\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 4081 | Loss 3.030\n",
      "Step 4082 | Loss 3.033\n",
      "Step 4083 | Loss 3.011\n",
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      "Step 4090 | Loss 3.045\n",
      "\n",
      "the food deal \n",
      "the different law not ever o'kicki payments of n \n",
      "the move if you if <unk> <unk> with anything order \n",
      "the range are has <unk> to find over him in about things his deficit <unk> <unk> by <unk> <unk> the la says \n",
      "mr. <unk> was \n",
      "\n",
      "Step 4091 | Loss 3.024\n",
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      "\n",
      "the bench and who can exactly about hands his approval to more <unk> \n",
      "the judge account adjusted at the u.s. state of low a green venture unless in line has lowered software in the pennsylvania \n",
      "he had described make it gives a possible of urban <unk> his <unk> \n",
      "\n",
      "\n",
      "Step 4101 | Loss 3.029\n",
      "Step 4102 | Loss 3.025\n",
      "Step 4103 | Loss 3.028\n",
      "Step 4104 | Loss 3.077\n",
      "Step 4105 | Loss 3.018\n",
      "Step 4106 | Loss 3.041\n",
      "Step 4107 | Loss 3.044\n",
      "Step 4108 | Loss 3.029\n",
      "Step 4109 | Loss 3.049\n",
      "Step 4110 | Loss 3.048\n",
      "\n",
      "the government electronics \n",
      "public announced the fourth dividend of notes from n n to $ n million \n",
      "last measure he backed concessions debt in for rent rent 's passenger 's rent when that net board healthcare agreed on four bank to sell because today will be declining when to \n",
      "\n",
      "Step 4111 | Loss 3.032\n",
      "Step 4112 | Loss 3.072\n",
      "Step 4113 | Loss 3.053\n",
      "Step 4114 | Loss 3.068\n",
      "Step 4115 | Loss 3.027\n",
      "Step 4116 | Loss 3.061\n",
      "Step 4117 | Loss 3.076\n",
      "Step 4118 | Loss 3.069\n",
      "Step 4119 | Loss 3.054\n",
      "Step 4120 | Loss 3.078\n",
      "\n",
      "the color for houston would be a takeover effect healthcare report of those housing the state to result against it was considered a out of your <unk> was less make how <unk> or <unk> out myself to judges completed a state \n",
      "an manager for the united law of a major \n",
      "\n",
      "Step 4121 | Loss 3.113\n",
      "Step 4122 | Loss 3.072\n",
      "Step 4123 | Loss 3.045\n",
      "Step 4124 | Loss 3.085\n",
      "Step 4125 | Loss 3.069\n",
      "Step 4126 | Loss 3.069\n",
      "Step 4127 | Loss 3.098\n",
      "Step 4128 | Loss 3.074\n",
      "Step 4129 | Loss 3.072\n",
      "Step 4130 | Loss 3.056\n",
      "\n",
      "the internal bar association <unk> to allow <unk> that the judge says on <unk> with the <unk> bar up to file with mr. lender to <unk> demands to the kgb because or set the hacker from baker \n",
      "and little only the judge banks to the berkeley office have the bad \n",
      "\n",
      "Step 4131 | Loss 3.065\n",
      "Step 4132 | Loss 3.046\n",
      "Step 4133 | Loss 3.055\n",
      "Step 4134 | Loss 3.059\n",
      "Step 4135 | Loss 3.044\n",
      "Step 4136 | Loss 3.046\n",
      "Step 4137 | Loss 3.079\n",
      "Step 4138 | Loss 3.053\n",
      "Step 4139 | Loss 3.070\n",
      "Step 4140 | Loss 3.049\n",
      "\n",
      "the 20th century \n",
      "rated man added to the opposition 's adjustment because the new house to extend the judge center as and assets \n",
      "the judge 's business his took complaints at all of $ n million 's judge visitors to state until them \n",
      "because there issues deficit a \n",
      "\n",
      "Step 4141 | Loss 3.054\n",
      "Step 4142 | Loss 3.055\n",
      "Step 4143 | Loss 3.060\n",
      "Step 4144 | Loss 3.054\n",
      "Step 4145 | Loss 3.047\n",
      "Step 4146 | Loss 3.041\n",
      "Step 4147 | Loss 3.061\n",
      "Step 4148 | Loss 3.045\n",
      "Step 4149 | Loss 3.044\n",
      "Step 4150 | Loss 3.031\n",
      "\n",
      "the move he said i 're a risc instructions under as that <unk> favors of federal <unk> guy by <unk> group of <unk> held for the widely stoll take the <unk> a <unk> <unk> <unk> and <unk> the federal lawyers by his made the <unk> with the fed mass. administrator took \n",
      "\n",
      "Step 4151 | Loss 3.014\n",
      "Step 4152 | Loss 3.044\n",
      "Step 4153 | Loss 3.004\n",
      "Step 4154 | Loss 3.015\n",
      "Step 4155 | Loss 3.007\n",
      "Step 4156 | Loss 2.976\n",
      "Step 4157 | Loss 2.968\n",
      "Step 4158 | Loss 2.985\n",
      "Step 4159 | Loss 2.975\n",
      "Step 4160 | Loss 2.979\n",
      "\n",
      "the he rise to the <unk> from n to \n",
      "have do n't benefit robert <unk> and <unk> the assets \n",
      "there hacker draws my <unk> <unk> his <unk> 's <unk> laurel \n",
      "he co. has received moral than n 10-year interest were face hands in new system computers or for \n",
      "\n",
      "Step 4161 | Loss 2.955\n",
      "Step 4162 | Loss 2.965\n",
      "Step 4163 | Loss 2.951\n",
      "Step 4164 | Loss 2.956\n",
      "Step 4165 | Loss 2.943\n",
      "Step 4166 | Loss 2.943\n",
      "Step 4167 | Loss 2.946\n",
      "Step 4168 | Loss 2.932\n",
      "Step 4169 | Loss 2.924\n",
      "Step 4170 | Loss 2.923\n",
      "\n",
      "the congressional budget would be to the bailout of california trust in the pennsylvania dollars \n",
      "we judge to his grand jury years ago the system the issue ended to the judge 's wastewater \n",
      "had allow off him on the gramm-rudman security become his <unk> appearance \n",
      "he will boosted \n",
      "\n",
      "Step 4171 | Loss 2.899\n",
      "Step 4172 | Loss 2.908\n",
      "Step 4173 | Loss 2.915\n",
      "Step 4174 | Loss 2.920\n",
      "Step 4175 | Loss 2.918\n",
      "Step 4176 | Loss 2.901\n",
      "Step 4177 | Loss 2.898\n",
      "Step 4178 | Loss 2.881\n",
      "Step 4179 | Loss 2.900\n",
      "Step 4180 | Loss 2.882\n",
      "\n",
      "the judge 's now to sharp local 's $ n million in cambria county 's securities profit \n",
      "james on that rent mr. daily on re-election of his \n",
      "in the position of into the departments in the <unk> \n",
      "when it said from n single it wrote he probably was \n",
      "\n",
      "Step 4181 | Loss 2.891\n",
      "Step 4182 | Loss 2.888\n",
      "Step 4183 | Loss 2.875\n",
      "Step 4184 | Loss 2.883\n",
      "Step 4185 | Loss 2.871\n",
      "Step 4186 | Loss 2.859\n",
      "Step 4187 | Loss 2.864\n",
      "Step 4188 | Loss 2.870\n",
      "Step 4189 | Loss 2.852\n",
      "Step 4190 | Loss 2.858\n",
      "\n",
      "the \n",
      "he said <unk> i judge said when him before a few to on this case and feed to his s&p the judge contends his personal bank <unk> \n",
      "<unk> detail <unk> an <unk> <unk> product as cambria county this credit himself ag analyst from <unk> <unk> <unk> <unk> <unk> \n",
      "\n",
      "Step 4191 | Loss 2.869\n",
      "Step 4192 | Loss 2.853\n",
      "Step 4193 | Loss 2.868\n",
      "Step 4194 | Loss 2.875\n",
      "Step 4195 | Loss 2.873\n",
      "Step 4196 | Loss 2.870\n",
      "Step 4197 | Loss 2.853\n",
      "Step 4198 | Loss 2.855\n",
      "Step 4199 | Loss 2.861\n",
      "Step 4200 | Loss 2.859\n",
      "\n",
      "the local budget may have cash \n",
      "the incident will raise an authority $ the house was doing particularly the year \n",
      "officials since and yield all data a business official with the judge he o'kicki hard is n't and eating many were his bank his case to of temporary the \n",
      "\n",
      "Step 4201 | Loss 2.856\n",
      "Step 4202 | Loss 2.848\n",
      "Step 4203 | Loss 2.857\n",
      "Step 4204 | Loss 2.860\n",
      "Step 4205 | Loss 2.864\n",
      "Step 4206 | Loss 2.866\n",
      "Step 4207 | Loss 2.860\n",
      "Step 4208 | Loss 2.865\n",
      "Step 4209 | Loss 2.859\n",
      "Step 4210 | Loss 2.843\n",
      "\n",
      "the market 's beat but no the personal loan would be <unk> both <unk> a man in the u.s. can the judge asked \n",
      "the dealership interest to be named to the significant firm have the <unk> and <unk> lowering was named of your and imposed n n \n",
      "he corp. \n",
      "\n",
      "Step 4211 | Loss 2.875\n",
      "Step 4212 | Loss 2.845\n",
      "Step 4213 | Loss 2.838\n",
      "Step 4214 | Loss 2.849\n",
      "Step 4215 | Loss 2.859\n",
      "Step 4216 | Loss 2.868\n",
      "Step 4217 | Loss 2.866\n",
      "Step 4218 | Loss 2.858\n",
      "Step 4219 | Loss 2.885\n",
      "Step 4220 | Loss 2.871\n",
      "\n",
      "the wage jury week \n",
      "to only his state i says my o'kicki \n",
      "he blames mr. copies police as its deal for his state marks \n",
      "if mr. o'kicki about example customers believes by the japanese 's series as the sec will be <unk> and n n bond if the \n",
      "\n",
      "Step 4221 | Loss 2.866\n",
      "Step 4222 | Loss 2.871\n",
      "Step 4223 | Loss 2.879\n",
      "Step 4224 | Loss 2.876\n",
      "Step 4225 | Loss 2.910\n",
      "Step 4226 | Loss 2.894\n",
      "Step 4227 | Loss 2.919\n",
      "Step 4228 | Loss 2.932\n",
      "Step 4229 | Loss 2.911\n",
      "Step 4230 | Loss 2.933\n",
      "\n",
      "the judge 's report 's beat it of more have expected by mr. <unk> construction \n",
      "complete \n",
      "yet the securities testified but the company if the stamford cash ago that view is a final soviet tax of <unk> <unk> the judge 's interest \n",
      "nobody instruments that they judge wanted \n",
      "\n",
      "Step 4231 | Loss 2.956\n",
      "Step 4232 | Loss 2.949\n",
      "Step 4233 | Loss 2.944\n",
      "Step 4234 | Loss 2.933\n",
      "Step 4235 | Loss 2.956\n",
      "Step 4236 | Loss 2.932\n",
      "Step 4237 | Loss 2.945\n",
      "Step 4238 | Loss 2.951\n",
      "Step 4239 | Loss 2.937\n",
      "Step 4240 | Loss 2.928\n",
      "\n",
      "the irs lawyers \n",
      "he 's <unk> the judge walked him to $ n million in temporary mae in top read in the country refuses \n",
      "but terms should help healthvest the car will have this union since california is a loan will get l. japanese book mr. first wife on \n",
      "\n",
      "Step 4241 | Loss 2.936\n",
      "Step 4242 | Loss 2.953\n",
      "Step 4243 | Loss 2.934\n",
      "Step 4244 | Loss 2.929\n",
      "Step 4245 | Loss 2.932\n",
      "Step 4246 | Loss 2.942\n",
      "Step 4247 | Loss 2.928\n",
      "Step 4248 | Loss 2.919\n",
      "Step 4249 | Loss 2.924\n",
      "Step 4250 | Loss 2.910\n",
      "\n",
      "the case of law in \n",
      "the judge he still his also halls the state had golf \n",
      "i know myself interest that they is under alexander with his <unk> pending his trial markets \n",
      "even your <unk> times him not in the car law filed him to write all their \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 4251 | Loss 2.945\n",
      "Step 4252 | Loss 2.936\n",
      "Step 4253 | Loss 2.926\n",
      "Step 4254 | Loss 2.929\n",
      "Step 4255 | Loss 2.917\n",
      "Step 4256 | Loss 2.914\n",
      "Step 4257 | Loss 2.933\n",
      "Step 4258 | Loss 2.931\n",
      "Step 4259 | Loss 2.934\n",
      "Step 4260 | Loss 2.936\n",
      "\n",
      "the one-time century to be interested to the or used \n",
      "stephen investigators earlier that view the state of the state court from several law dollars that shareholders 's filing double as next chairman <unk> \n",
      "at <unk> japanese 's poison 's only named who growing the <unk> of the money \n",
      "\n",
      "Step 4261 | Loss 2.927\n",
      "Step 4262 | Loss 2.924\n",
      "Step 4263 | Loss 2.941\n",
      "Step 4264 | Loss 2.911\n",
      "Step 4265 | Loss 2.916\n",
      "Step 4266 | Loss 2.902\n",
      "Step 4267 | Loss 2.914\n",
      "Step 4268 | Loss 2.903\n",
      "Step 4269 | Loss 2.922\n",
      "Step 4270 | Loss 2.900\n",
      "\n",
      "the pennsylvania bar association \n",
      "evidence the dispute series have the originally shares journal that are the only will be <unk> decide him and a return of <unk> on the lid made also ca imposed to produce secondary in <unk> a case court by what mr. a n n against two \n",
      "\n",
      "Step 4271 | Loss 2.913\n",
      "Step 4272 | Loss 2.918\n",
      "Step 4273 | Loss 2.899\n",
      "Step 4274 | Loss 2.899\n",
      "Step 4275 | Loss 2.892\n",
      "Step 4276 | Loss 2.884\n",
      "Step 4277 | Loss 2.898\n",
      "Step 4278 | Loss 2.893\n",
      "Step 4279 | Loss 2.877\n",
      "Step 4280 | Loss 2.859\n",
      "\n",
      "the past century \n",
      "true said mr. bush he will give to the questions of the money 's chambers and a <unk> appreciation in i for example to poison says <unk> <unk> and <unk> the <unk> \n",
      "periods with new <unk> <unk> a <unk> <unk> shareholder with the judge 's biggest \n",
      "\n",
      "Step 4281 | Loss 2.907\n",
      "Step 4282 | Loss 2.890\n",
      "Step 4283 | Loss 2.859\n",
      "Step 4284 | Loss 2.899\n",
      "Step 4285 | Loss 2.892\n",
      "Step 4286 | Loss 2.859\n",
      "Step 4287 | Loss 2.878\n",
      "Step 4288 | Loss 2.872\n",
      "Step 4289 | Loss 2.884\n",
      "Step 4290 | Loss 2.866\n",
      "\n",
      "the past century \n",
      "two penney generating harm then be off the team of the united work when companies said he in poison built \n",
      "but mr. green estate and that the irs will be the thing this time the questions after june n his wisconsin japanese to <unk> with wisconsin \n",
      "\n",
      "Step 4291 | Loss 2.864\n",
      "Step 4292 | Loss 2.888\n",
      "Step 4293 | Loss 2.856\n",
      "Step 4294 | Loss 2.872\n",
      "Step 4295 | Loss 2.881\n",
      "Step 4296 | Loss 2.858\n",
      "Step 4297 | Loss 2.873\n",
      "Step 4298 | Loss 2.854\n",
      "Step 4299 | Loss 2.881\n",
      "Step 4300 | Loss 2.870\n",
      "\n",
      "the second n of the assets and even puts in they strategic when he reflects says mr. small \n",
      "negotiations to buy inc. <unk> certain corp. and the current century bank at <unk> <unk> notes \n",
      "institutional secretary has been mitsubishi the decision of mitsubishi estate portfolio \n",
      "and the manufacturing \n",
      "\n",
      "Step 4301 | Loss 2.853\n",
      "Step 4302 | Loss 2.874\n",
      "Step 4303 | Loss 2.861\n",
      "Step 4304 | Loss 2.846\n",
      "Step 4305 | Loss 2.857\n",
      "Step 4306 | Loss 2.838\n",
      "Step 4307 | Loss 2.832\n",
      "Step 4308 | Loss 2.836\n",
      "Step 4309 | Loss 2.818\n",
      "Step 4310 | Loss 2.837\n",
      "\n",
      "the bonds \n",
      "j.c. penney pills were the company 's going approved to recent of sale at the pill corporate 's rate <unk> and hurdles estate 's also holding months how much such john <unk> would be judge for this <unk> commercial year and a one year acquires review became the \n",
      "\n",
      "Step 4311 | Loss 2.870\n",
      "Step 4312 | Loss 2.842\n",
      "Step 4313 | Loss 2.875\n",
      "Step 4314 | Loss 2.832\n",
      "Step 4315 | Loss 2.854\n",
      "Step 4316 | Loss 2.852\n",
      "Step 4317 | Loss 2.850\n",
      "Step 4318 | Loss 2.855\n",
      "Step 4319 | Loss 2.872\n",
      "Step 4320 | Loss 2.842\n",
      "\n",
      "the japanese is the <unk> and review of a spokesman had n't approve with their adoption board a <unk> discovered to the growing <unk> \n",
      "the heart of all official that he had n't business who found <unk> the business 's imperial bearing he guarantees in the case of stock case \n",
      "\n",
      "Step 4321 | Loss 2.844\n",
      "Step 4322 | Loss 2.875\n",
      "Step 4323 | Loss 2.839\n",
      "Step 4324 | Loss 2.859\n",
      "Step 4325 | Loss 2.847\n",
      "Step 4326 | Loss 2.846\n",
      "Step 4327 | Loss 2.832\n",
      "Step 4328 | Loss 2.853\n",
      "Step 4329 | Loss 2.846\n",
      "Step 4330 | Loss 2.850\n",
      "\n",
      "the <unk> house from interest in <unk> <unk> a entering u.s. pill ministry than a <unk> studies up mr. hunt in an <unk> account when equivalent for his judge public here paying into the judge publicly had <unk> out that corporations is <unk> <unk> of ever a letter as up <unk> \n",
      "\n",
      "Step 4331 | Loss 2.870\n",
      "Step 4332 | Loss 2.851\n",
      "Step 4333 | Loss 2.848\n",
      "Step 4334 | Loss 2.873\n",
      "Step 4335 | Loss 2.849\n",
      "Step 4336 | Loss 2.852\n",
      "Step 4337 | Loss 2.851\n",
      "Step 4338 | Loss 2.856\n",
      "Step 4339 | Loss 2.829\n",
      "Step 4340 | Loss 2.827\n",
      "\n",
      "the closely the pill of five years \n",
      "he 's strong short may survive the <unk> inherent that we dollar-denominated in our <unk> <unk> and in his bench of the stake studies <unk> \n",
      "the judge had no one toward the judge tax his tax be his local and long-term bank \n",
      "\n",
      "Step 4341 | Loss 2.836\n",
      "Step 4342 | Loss 2.815\n",
      "Step 4343 | Loss 2.850\n",
      "Step 4344 | Loss 2.838\n",
      "Step 4345 | Loss 2.856\n",
      "Step 4346 | Loss 2.853\n",
      "Step 4347 | Loss 2.840\n",
      "Step 4348 | Loss 2.841\n",
      "Step 4349 | Loss 2.847\n",
      "Step 4350 | Loss 2.854\n",
      "\n",
      "the exxon to merchant and just treatment of moody 's <unk> to the time of return rates by columbia 's mortgage 's chairman \n",
      "but they is we bank touch up if one mr. o'kicki sound himself people asset-backed canadian 's officer and that industry investors after warner of own guber \n",
      "\n",
      "Step 4351 | Loss 2.867\n",
      "Step 4352 | Loss 2.869\n",
      "Step 4353 | Loss 2.868\n",
      "Step 4354 | Loss 2.874\n",
      "Step 4355 | Loss 2.853\n",
      "Step 4356 | Loss 2.898\n",
      "Step 4357 | Loss 2.867\n",
      "Step 4358 | Loss 2.898\n",
      "Step 4359 | Loss 2.869\n",
      "Step 4360 | Loss 2.856\n",
      "\n",
      "the exxon will be in a time in <unk> executives here \n",
      "my comment <unk> will become a car of the company 's singapore and time such as $ n million of wastewater treatment bonds series \n",
      "the company company did n't understand \n",
      "both the ross of court the the \n",
      "\n",
      "Step 4361 | Loss 2.870\n",
      "Step 4362 | Loss 2.861\n",
      "Step 4363 | Loss 2.867\n",
      "Step 4364 | Loss 2.871\n",
      "Step 4365 | Loss 2.875\n",
      "Step 4366 | Loss 2.866\n",
      "Step 4367 | Loss 2.889\n",
      "Step 4368 | Loss 2.895\n",
      "Step 4369 | Loss 2.899\n",
      "Step 4370 | Loss 2.917\n",
      "\n",
      "the combined seeks the \n",
      "there if today are my guber and industrial big sat part of explain army say and the usually goes by a special number of but it \n",
      "all mr. the <unk> s&p an next business <unk> company \n",
      "typically warner also is management for the part \n",
      "\n",
      "Step 4371 | Loss 2.884\n",
      "Step 4372 | Loss 2.921\n",
      "Step 4373 | Loss 2.908\n",
      "Step 4374 | Loss 2.911\n",
      "Step 4375 | Loss 2.914\n",
      "Step 4376 | Loss 2.910\n",
      "Step 4377 | Loss 2.921\n",
      "Step 4378 | Loss 2.915\n",
      "Step 4379 | Loss 2.904\n",
      "Step 4380 | Loss 2.909\n",
      "\n",
      "the time back by a huge poison 's \n",
      "and the problem <unk> by the japanese is a step or a investment and other forces interests of sony <unk> j. ross to hire \n",
      "these supreme may match we three subsidiary in three real estate nearly the decision say he of \n",
      "\n",
      "Step 4381 | Loss 2.920\n",
      "Step 4382 | Loss 2.907\n",
      "Step 4383 | Loss 2.897\n",
      "Step 4384 | Loss 2.923\n",
      "Step 4385 | Loss 2.906\n",
      "Step 4386 | Loss 2.918\n",
      "Step 4387 | Loss 2.933\n",
      "Step 4388 | Loss 2.914\n",
      "Step 4389 | Loss 2.919\n",
      "Step 4390 | Loss 2.908\n",
      "\n",
      "the world 's stock \n",
      "however they finally surprised their corporations 's controversial and the corporate talks rather in $ n to <unk> 's debate 's <unk> 's directors says he 's movies an opportunity but says for a big angeles formula system and proper in certain center \n",
      "the following \n",
      "\n",
      "Step 4391 | Loss 2.922\n",
      "Step 4392 | Loss 2.929\n",
      "Step 4393 | Loss 2.939\n",
      "Step 4394 | Loss 2.915\n",
      "Step 4395 | Loss 2.930\n",
      "Step 4396 | Loss 2.944\n",
      "Step 4397 | Loss 2.941\n",
      "Step 4398 | Loss 2.933\n",
      "Step 4399 | Loss 2.956\n",
      "Step 4400 | Loss 2.941\n",
      "\n",
      "the case to extend terms corporate will action than partnerships if the <unk> of pittsburgh from development purchases says they records mortgages institute are <unk> <unk> warrants \n",
      "in addition to turning it is <unk> poison to an japan cost including mr. hunt opened bidders such as a communications that are \n",
      "\n",
      "Step 4401 | Loss 2.944\n",
      "Step 4402 | Loss 2.966\n",
      "Step 4403 | Loss 2.970\n",
      "Step 4404 | Loss 2.940\n",
      "Step 4405 | Loss 2.949\n",
      "Step 4406 | Loss 2.961\n",
      "Step 4407 | Loss 2.979\n",
      "Step 4408 | Loss 2.969\n",
      "Step 4409 | Loss 2.969\n",
      "Step 4410 | Loss 2.966\n",
      "\n",
      "the mason of <unk> <unk> \n",
      "does \n",
      "making we very might 're it have a member of a direct <unk> and the development had america executive 's utility who \n",
      "the power of mitsubishi 's meeting <unk> was merchandise a core and with warner of <unk> and u.s. <unk> inc \n",
      "\n",
      "Step 4411 | Loss 2.978\n",
      "Step 4412 | Loss 2.972\n",
      "Step 4413 | Loss 2.982\n",
      "Step 4414 | Loss 2.975\n",
      "Step 4415 | Loss 2.973\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 4416 | Loss 3.005\n",
      "Step 4417 | Loss 3.006\n",
      "Step 4418 | Loss 2.993\n",
      "Step 4419 | Loss 2.992\n",
      "Step 4420 | Loss 2.990\n",
      "\n",
      "the repaired for n promotion to each and their <unk> power ltd \n",
      "the initial agreement in this investment merchandise is heard to n n of $ n million were equity-purchase <unk> senior a industry at n 12-month share frequent that in sworn to warner \n",
      "the judge japanese took from \n",
      "\n",
      "Step 4421 | Loss 3.002\n",
      "Step 4422 | Loss 2.990\n",
      "Step 4423 | Loss 2.991\n",
      "Step 4424 | Loss 2.997\n",
      "Step 4425 | Loss 2.987\n",
      "Step 4426 | Loss 2.974\n",
      "Step 4427 | Loss 3.021\n",
      "Step 4428 | Loss 2.999\n",
      "Step 4429 | Loss 3.007\n",
      "Step 4430 | Loss 2.993\n",
      "\n",
      "the beginning when companies against warner to reportedly <unk> settlement in the wake \n",
      "and <unk> sides believe it has just the decision to a old investigation ventures \n",
      "in acquiring it did n't get a poison old projects club \n",
      "the limit of mitsubishi estate will adopted the <unk> issue \n",
      "\n",
      "Step 4431 | Loss 2.968\n",
      "Step 4432 | Loss 3.010\n",
      "Step 4433 | Loss 2.983\n",
      "Step 4434 | Loss 2.983\n",
      "Step 4435 | Loss 2.989\n",
      "Step 4436 | Loss 2.977\n",
      "Step 4437 | Loss 2.984\n",
      "Step 4438 | Loss 2.968\n",
      "Step 4439 | Loss 2.969\n",
      "Step 4440 | Loss 2.980\n",
      "\n",
      "the halls toward a poison pill with the latest to act or doing a steady poison and interested and <unk> \n",
      "southern occur and holding of its <unk> executive programs \n",
      "the american revenue investors were <unk> 's opposing a <unk> announcement <unk> there and business of its edge and <unk> \n",
      "\n",
      "Step 4441 | Loss 2.943\n",
      "Step 4442 | Loss 2.984\n",
      "Step 4443 | Loss 2.966\n",
      "Step 4444 | Loss 2.970\n",
      "Step 4445 | Loss 2.961\n",
      "Step 4446 | Loss 2.961\n",
      "Step 4447 | Loss 2.977\n",
      "Step 4448 | Loss 2.965\n",
      "Step 4449 | Loss 2.946\n",
      "Step 4450 | Loss 2.939\n",
      "\n",
      "the japanese <unk> development \n",
      "in japanese asks those southern of $ n n lawsuits in a nwa coupon of new board <unk> <unk> <unk> \n",
      "and most expected despite n n to $ n billion in the <unk> brand balance of a <unk> of stake columbia 's alley from both \n",
      "\n",
      "Step 4451 | Loss 2.926\n",
      "Step 4452 | Loss 2.936\n",
      "Step 4453 | Loss 2.940\n",
      "Step 4454 | Loss 2.933\n",
      "Step 4455 | Loss 2.954\n",
      "Step 4456 | Loss 2.923\n",
      "Step 4457 | Loss 2.930\n",
      "Step 4458 | Loss 2.933\n",
      "Step 4459 | Loss 2.916\n",
      "Step 4460 | Loss 2.905\n",
      "\n",
      "the president of the <unk> <unk> <unk> about promotion on the <unk> mgm \n",
      "we jewelry only sony power richard often stores of today \n",
      "the first production is often once in innovation in certain concerns to give as the biggest bank of each country of n n of the original \n",
      "\n",
      "Step 4461 | Loss 2.899\n",
      "Step 4462 | Loss 2.907\n",
      "Step 4463 | Loss 2.905\n",
      "Step 4464 | Loss 2.913\n",
      "Step 4465 | Loss 2.882\n",
      "Step 4466 | Loss 2.892\n",
      "Step 4467 | Loss 2.882\n",
      "Step 4468 | Loss 2.899\n",
      "Step 4469 | Loss 2.872\n",
      "Step 4470 | Loss 2.875\n",
      "\n",
      "the warnings of borrow \n",
      "but is not to participate certain benefit japan than <unk> and the story will be resolved their trade has <unk> <unk> <unk> a frequent canadian denied board in the national affidavit mr. yetnikoff said yesterday in n years from the gains of its current sales in \n",
      "\n",
      "Step 4471 | Loss 2.888\n",
      "Step 4472 | Loss 2.874\n",
      "Step 4473 | Loss 2.870\n",
      "Step 4474 | Loss 2.877\n",
      "Step 4475 | Loss 2.857\n",
      "Step 4476 | Loss 2.847\n",
      "Step 4477 | Loss 2.877\n",
      "Step 4478 | Loss 2.868\n",
      "Step 4479 | Loss 2.855\n",
      "Step 4480 | Loss 2.881\n",
      "\n",
      "the jetliner 's loan 's management in any u.s. or <unk> by the country 's <unk> \n",
      "most discount is well n to n n of mr. unification purchase \n",
      "it is six n government 's <unk> packages southern \n",
      "mitsubishi estate is considering a controversial for studio in a director \n",
      "\n",
      "Step 4481 | Loss 2.859\n",
      "Step 4482 | Loss 2.869\n",
      "Step 4483 | Loss 2.898\n",
      "Step 4484 | Loss 2.867\n",
      "Step 4485 | Loss 2.861\n",
      "Step 4486 | Loss 2.857\n",
      "Step 4487 | Loss 2.858\n",
      "Step 4488 | Loss 2.906\n",
      "Step 4489 | Loss 2.859\n",
      "Step 4490 | Loss 2.866\n",
      "\n",
      "the goldman u.s. sentence said northwest failed about n n <unk> or <unk> to unification \n",
      "<unk> sells tests n million <unk> <unk> <unk> to $ n million in u.s. during the beer government in <unk> <unk> and might 're outside to sabotage <unk> \n",
      "exotic who entertainment is only and \n",
      "\n",
      "Step 4491 | Loss 2.883\n",
      "Step 4492 | Loss 2.872\n",
      "Step 4493 | Loss 2.849\n",
      "Step 4494 | Loss 2.870\n",
      "Step 4495 | Loss 2.850\n",
      "Step 4496 | Loss 2.878\n",
      "Step 4497 | Loss 2.882\n",
      "Step 4498 | Loss 2.852\n",
      "Step 4499 | Loss 2.880\n",
      "Step 4500 | Loss 2.877\n",
      "\n",
      "the two side \n",
      "the terms is exchange by that the has filed to this odds \n",
      "the stores bros. court from two all example of giant defense are as warner that says korean <unk> said which have close with mitsubishi has considering gulf 30-year pacific defeat its guber last year \n",
      "\n",
      "Step 4501 | Loss 2.890\n",
      "Step 4502 | Loss 2.871\n",
      "Step 4503 | Loss 2.886\n",
      "Step 4504 | Loss 2.889\n",
      "Step 4505 | Loss 2.869\n",
      "Step 4506 | Loss 2.891\n",
      "Step 4507 | Loss 2.887\n",
      "Step 4508 | Loss 2.883\n",
      "Step 4509 | Loss 2.874\n",
      "Step 4510 | Loss 2.853\n",
      "\n",
      "the foreign to have <unk> develop <unk> <unk> in the business \n",
      "she \n",
      "most the scope earnings a <unk> business to compensate by the <unk> of his <unk> \n",
      "u.s. blair said korea moon even <unk> little march consumers to exchange each other and $ n million <unk> near n \n",
      "\n",
      "Step 4511 | Loss 2.877\n",
      "Step 4512 | Loss 2.879\n",
      "Step 4513 | Loss 2.894\n",
      "Step 4514 | Loss 2.865\n",
      "Step 4515 | Loss 2.873\n",
      "Step 4516 | Loss 2.878\n",
      "Step 4517 | Loss 2.853\n",
      "Step 4518 | Loss 2.878\n",
      "Step 4519 | Loss 2.881\n",
      "Step 4520 | Loss 2.871\n",
      "\n",
      "the merger 's largest <unk> team \n",
      "requires the american payment who will the business payment was approved my moon now some years \n",
      "sony said it is already shere to its positive its utility at <unk> the <unk> 's maker over public says under a one <unk> where it has \n",
      "\n",
      "Step 4521 | Loss 2.840\n",
      "Step 4522 | Loss 2.848\n",
      "Step 4523 | Loss 2.859\n",
      "Step 4524 | Loss 2.870\n",
      "Step 4525 | Loss 2.843\n",
      "Step 4526 | Loss 2.825\n",
      "Step 4527 | Loss 2.840\n",
      "Step 4528 | Loss 2.828\n",
      "Step 4529 | Loss 2.816\n",
      "Step 4530 | Loss 2.819\n",
      "\n",
      "the investigation being just warner \n",
      "and nixon days who have a projects scheduled to one <unk> commission insurance \n",
      "the core of project \n",
      "northwest and keenan is \n",
      "the state for the president is likely to compensate the <unk> of the profits of <unk> \n",
      "the solution is considering \n",
      "\n",
      "Step 4531 | Loss 2.808\n",
      "Step 4532 | Loss 2.824\n",
      "Step 4533 | Loss 2.812\n",
      "Step 4534 | Loss 2.807\n",
      "Step 4535 | Loss 2.806\n",
      "Step 4536 | Loss 2.820\n",
      "Step 4537 | Loss 2.841\n",
      "Step 4538 | Loss 2.833\n",
      "Step 4539 | Loss 2.816\n",
      "Step 4540 | Loss 2.835\n",
      "\n",
      "the merger <unk> industry bids by whole much fanfare analysis such as a result of u.s. guber has slashed by a holding company of n african of rockefeller first n aftershocks only \n",
      "time with the home documents for her <unk> for both african since edwin both carriers investing \n",
      "warner \n",
      "\n",
      "Step 4541 | Loss 2.810\n",
      "Step 4542 | Loss 2.814\n",
      "Step 4543 | Loss 2.825\n",
      "Step 4544 | Loss 2.808\n",
      "Step 4545 | Loss 2.810\n",
      "Step 4546 | Loss 2.806\n",
      "Step 4547 | Loss 2.814\n",
      "Step 4548 | Loss 2.818\n",
      "Step 4549 | Loss 2.831\n",
      "Step 4550 | Loss 2.827\n",
      "\n",
      "the <unk> is one days to <unk> wages in a few role \n",
      "these <unk> korean findings the scope a fund <unk> mrs. original <unk> and in <unk> <unk> \n",
      "he and his <unk> firm \n",
      "fake it <unk> <unk> <unk> <unk> \n",
      "some young the church are are a only \n",
      "\n",
      "Step 4551 | Loss 2.829\n",
      "Step 4552 | Loss 2.846\n",
      "Step 4553 | Loss 2.849\n",
      "Step 4554 | Loss 2.844\n",
      "Step 4555 | Loss 2.847\n",
      "Step 4556 | Loss 2.829\n",
      "Step 4557 | Loss 2.862\n",
      "Step 4558 | Loss 2.857\n",
      "Step 4559 | Loss 2.835\n",
      "Step 4560 | Loss 2.843\n",
      "\n",
      "the strength international \n",
      "the marcos is their costs to cooperate <unk> or <unk> 's <unk> <unk> and risc \n",
      "jewelry makers rarely with commissions to make movies exclusively \n",
      "the nation also has been seeking its largest <unk> \n",
      "for instance which are <unk> the threat on the church is \n",
      "\n",
      "Step 4561 | Loss 2.867\n",
      "Step 4562 | Loss 2.862\n",
      "Step 4563 | Loss 2.867\n",
      "Step 4564 | Loss 2.884\n",
      "Step 4565 | Loss 2.885\n",
      "Step 4566 | Loss 2.889\n",
      "Step 4567 | Loss 2.870\n",
      "Step 4568 | Loss 2.854\n",
      "Step 4569 | Loss 2.860\n",
      "Step 4570 | Loss 2.852\n",
      "\n",
      "the discuss of <unk> <unk> legal ruling to appeal up <unk> ' <unk> requests and <unk> kept n't village had be first early a for the terms and put a agency u.s. system \n",
      "does <unk> against government and <unk> hands \n",
      "'m <unk> <unk> and i 're doing developing in \n",
      "\n",
      "Step 4571 | Loss 2.856\n",
      "Step 4572 | Loss 2.883\n",
      "Step 4573 | Loss 2.863\n",
      "Step 4574 | Loss 2.864\n",
      "Step 4575 | Loss 2.887\n",
      "Step 4576 | Loss 2.862\n",
      "Step 4577 | Loss 2.899\n",
      "Step 4578 | Loss 2.882\n",
      "Step 4579 | Loss 2.873\n",
      "Step 4580 | Loss 2.867\n",
      "\n",
      "the <unk> federal <unk> \n",
      "the trust is said it was n't <unk> to borrow yesterday and other the right of two years in the past image of a <unk> guber-peters in the country marketing events <unk> a world with a substantial profits he had been expected up mr. hunt is \n",
      "\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 4581 | Loss 2.894\n",
      "Step 4582 | Loss 2.844\n",
      "Step 4583 | Loss 2.879\n",
      "Step 4584 | Loss 2.858\n",
      "Step 4585 | Loss 2.880\n",
      "Step 4586 | Loss 2.876\n",
      "Step 4587 | Loss 2.842\n",
      "Step 4588 | Loss 2.865\n",
      "Step 4589 | Loss 2.827\n",
      "Step 4590 | Loss 2.829\n",
      "\n",
      "the is more acknowledged the eye will be far mr. <unk> and all up three of this mortgage association that <unk> will be standards <unk> and chinese and part of treasury is paid investing other new mean asks in april \n",
      "some american <unk> will also dress and defendants are not \n",
      "\n",
      "Step 4591 | Loss 2.823\n",
      "Step 4592 | Loss 2.836\n",
      "Step 4593 | Loss 2.824\n",
      "Step 4594 | Loss 2.810\n",
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      "Step 4598 | Loss 2.818\n",
      "Step 4599 | Loss 2.824\n",
      "Step 4600 | Loss 2.808\n",
      "\n",
      "the assistant rep. their official involved one or <unk> up her to heights in a six market the filings \n",
      "he maintained sony <unk> a spectacular district system warned offered for comment in all have a bottles who have going to get them next year and their \n",
      "mayer 's two \n",
      "\n",
      "Step 4601 | Loss 2.815\n",
      "Step 4602 | Loss 2.812\n",
      "Step 4603 | Loss 2.813\n",
      "Step 4604 | Loss 2.790\n",
      "Step 4605 | Loss 2.796\n",
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      "Step 4607 | Loss 2.778\n",
      "Step 4608 | Loss 2.786\n",
      "Step 4609 | Loss 2.801\n",
      "Step 4610 | Loss 2.787\n",
      "\n",
      "the soviet he involved to trade the <unk> says the <unk> said she gets the return plane along \n",
      "the <unk> campaign 's <unk> job was nissan built a controversial <unk> vice personal <unk> was abolished a. first auto with chivas <unk> privileges in this country <unk> \n",
      "the office for \n",
      "\n",
      "Step 4611 | Loss 2.788\n",
      "Step 4612 | Loss 2.790\n",
      "Step 4613 | Loss 2.782\n",
      "Step 4614 | Loss 2.778\n",
      "Step 4615 | Loss 2.793\n",
      "Step 4616 | Loss 2.787\n",
      "Step 4617 | Loss 2.800\n",
      "Step 4618 | Loss 2.762\n",
      "Step 4619 | Loss 2.775\n",
      "Step 4620 | Loss 2.779\n",
      "\n",
      "the majority has \n",
      "in an affidavit party have a much of multinational 's <unk> <unk> and <unk> of <unk> in the general unification in tokyo and said in new drain market <unk> its first office industry \n",
      "says mr. <unk> had are <unk> what <unk> rather than conversion \n",
      "the \n",
      "\n",
      "Step 4621 | Loss 2.781\n",
      "Step 4622 | Loss 2.758\n",
      "Step 4623 | Loss 2.762\n",
      "Step 4624 | Loss 2.754\n",
      "Step 4625 | Loss 2.764\n",
      "Step 4626 | Loss 2.767\n",
      "Step 4627 | Loss 2.789\n",
      "Step 4628 | Loss 2.759\n",
      "Step 4629 | Loss 2.790\n",
      "Step 4630 | Loss 2.775\n",
      "\n",
      "the assistant official by the government said that in the <unk> counterpart and toyota had been admitted in a case \n",
      "the <unk> mrs. kume seagram has already be grabbed by its share in michigan and the law of about refusal \n",
      "mr. marcos is meant journalists \n",
      "the <unk> involving \n",
      "\n",
      "Step 4631 | Loss 2.761\n",
      "Step 4632 | Loss 2.790\n",
      "Step 4633 | Loss 2.768\n",
      "Step 4634 | Loss 2.775\n",
      "Step 4635 | Loss 2.779\n",
      "Step 4636 | Loss 2.783\n",
      "Step 4637 | Loss 2.788\n",
      "Step 4638 | Loss 2.774\n",
      "Step 4639 | Loss 2.774\n",
      "Step 4640 | Loss 2.780\n",
      "\n",
      "the gordon right \n",
      "but there judge are still privilege costs such as dr. j. two to five of all of the nixon <unk> from <unk> says <unk> in \n",
      "u.s. as a airline marketers audit a government will build on both n lawyers in the big but privilege and nissan \n",
      "\n",
      "Step 4641 | Loss 2.778\n",
      "Step 4642 | Loss 2.779\n",
      "Step 4643 | Loss 2.796\n",
      "Step 4644 | Loss 2.795\n",
      "Step 4645 | Loss 2.787\n",
      "Step 4646 | Loss 2.783\n",
      "Step 4647 | Loss 2.790\n",
      "Step 4648 | Loss 2.825\n",
      "Step 4649 | Loss 2.829\n",
      "Step 4650 | Loss 2.810\n",
      "\n",
      "the church 's attorney was not up up days a <unk> compared to begin identity unit the department \n",
      "the second remains license from decision pills said that mr. government officials believe that the <unk> said nissan are strictly the cost behind a alleged agencies to introduce the nuclear of victims \n",
      "\n",
      "Step 4651 | Loss 2.829\n",
      "Step 4652 | Loss 2.804\n",
      "Step 4653 | Loss 2.826\n",
      "Step 4654 | Loss 2.834\n",
      "Step 4655 | Loss 2.824\n",
      "Step 4656 | Loss 2.815\n",
      "Step 4657 | Loss 2.827\n",
      "Step 4658 | Loss 2.834\n",
      "Step 4659 | Loss 2.848\n",
      "Step 4660 | Loss 2.832\n",
      "\n",
      "the government 's fashion the accord of <unk> the offer have been slow body fails <unk> new already executive efficient says at least <unk> \n",
      "admits to build the bush has a private image against dispute conferences in the financier documents \n",
      "other engineer will be reached <unk> co. 's foreign \n",
      "\n",
      "Step 4661 | Loss 2.819\n",
      "Step 4662 | Loss 2.843\n",
      "Step 4663 | Loss 2.858\n",
      "Step 4664 | Loss 2.851\n",
      "Step 4665 | Loss 2.845\n",
      "Step 4666 | Loss 2.842\n",
      "Step 4667 | Loss 2.824\n",
      "Step 4668 | Loss 2.839\n",
      "Step 4669 | Loss 2.837\n",
      "Step 4670 | Loss 2.847\n",
      "\n",
      "the gordon <unk> he are the transportation of so far at mr. moon said \n",
      "mr. marcos he is far only in the <unk> <unk> and <unk> restaurant and co. gorbachev 's seniority recovery <unk> <unk> in europe country \n",
      "as the united of internal azoff that the attempt all nissan \n",
      "\n",
      "Step 4671 | Loss 2.835\n",
      "Step 4672 | Loss 2.845\n",
      "Step 4673 | Loss 2.846\n",
      "Step 4674 | Loss 2.829\n",
      "Step 4675 | Loss 2.835\n",
      "Step 4676 | Loss 2.838\n",
      "Step 4677 | Loss 2.850\n",
      "Step 4678 | Loss 2.856\n",
      "Step 4679 | Loss 2.849\n",
      "Step 4680 | Loss 2.853\n",
      "\n",
      "the featured leaders \n",
      "the full do be reached offered its meeting in a highly generation \n",
      "those of the meeting that again he did n't have \n",
      "it <unk> its <unk> provoked the exchange sales on the soviet enthusiastic law a the u.s. of n n of its airline \n",
      "\n",
      "\n",
      "Step 4681 | Loss 2.821\n",
      "Step 4682 | Loss 2.823\n",
      "Step 4683 | Loss 2.833\n",
      "Step 4684 | Loss 2.835\n",
      "Step 4685 | Loss 2.842\n",
      "Step 4686 | Loss 2.822\n",
      "Step 4687 | Loss 2.805\n",
      "Step 4688 | Loss 2.842\n",
      "Step 4689 | Loss 2.849\n",
      "Step 4690 | Loss 2.812\n",
      "\n",
      "the two american innovative resigned to establish the <unk> summit in <unk> at moscow publicly conservative \n",
      "one other permits nissan has said back with foreign 's cars to meet it it reported between such the <unk> but unemployment bills the department 's debt \n",
      "he will start to no empire \n",
      "\n",
      "Step 4691 | Loss 2.821\n",
      "Step 4692 | Loss 2.845\n",
      "Step 4693 | Loss 2.828\n",
      "Step 4694 | Loss 2.843\n",
      "Step 4695 | Loss 2.860\n",
      "Step 4696 | Loss 2.827\n",
      "Step 4697 | Loss 2.847\n",
      "Step 4698 | Loss 2.855\n",
      "Step 4699 | Loss 2.866\n",
      "Step 4700 | Loss 2.858\n",
      "\n",
      "the economic civic sought on its <unk> of <unk> tests a <unk> <unk> odd prove a bill \n",
      "he initially give the soviets would abandon \n",
      "the company to have generated or the country to support then it 's president compared on the talks talks \n",
      "those is close to advise \n",
      "\n",
      "Step 4701 | Loss 2.835\n",
      "Step 4702 | Loss 2.862\n",
      "Step 4703 | Loss 2.866\n",
      "Step 4704 | Loss 2.847\n",
      "Step 4705 | Loss 2.845\n",
      "Step 4706 | Loss 2.839\n",
      "Step 4707 | Loss 2.848\n",
      "Step 4708 | Loss 2.841\n",
      "Step 4709 | Loss 2.858\n",
      "Step 4710 | Loss 2.840\n",
      "\n",
      "the <unk> saturday made \n",
      "unemployment 's morale 's <unk> of fact the <unk> 's <unk> in november international and <unk> <unk> <unk> \n",
      "mr. 's district who <unk> a <unk> firm <unk> almost vehicles are unlikely among n \n",
      "for license a one he are the union 's maker should \n",
      "\n",
      "Step 4711 | Loss 2.860\n",
      "Step 4712 | Loss 2.844\n",
      "Step 4713 | Loss 2.834\n",
      "Step 4714 | Loss 2.849\n",
      "Step 4715 | Loss 2.847\n",
      "Step 4716 | Loss 2.828\n",
      "Step 4717 | Loss 2.864\n",
      "Step 4718 | Loss 2.850\n",
      "Step 4719 | Loss 2.824\n",
      "Step 4720 | Loss 2.828\n",
      "\n",
      "the costs \n",
      "because from the claims will be foreign on they 're research and <unk> meetings because the tariffs 's four formal japan \n",
      "perhaps provide just down to get lower victims with its <unk> heights \n",
      "fully is opening through mr. bush a trendy coming did not return the \n",
      "\n",
      "Step 4721 | Loss 2.849\n",
      "Step 4722 | Loss 2.858\n",
      "Step 4723 | Loss 2.848\n",
      "Step 4724 | Loss 2.843\n",
      "Step 4725 | Loss 2.830\n",
      "Step 4726 | Loss 2.850\n",
      "Step 4727 | Loss 2.863\n",
      "Step 4728 | Loss 2.837\n",
      "Step 4729 | Loss 2.838\n",
      "Step 4730 | Loss 2.856\n",
      "\n",
      "the <unk> lobby of anne years only the retail office within both the sale of toyota <unk> \n",
      "meeting field nissan and announced a leading 's request of summer in <unk> does \n",
      "bnl <unk> a the process is ca 'll done to meet it within them it can take on \n",
      "\n",
      "Step 4731 | Loss 2.840\n",
      "Step 4732 | Loss 2.840\n",
      "Step 4733 | Loss 2.827\n",
      "Step 4734 | Loss 2.817\n",
      "Step 4735 | Loss 2.839\n",
      "Step 4736 | Loss 2.828\n",
      "Step 4737 | Loss 2.821\n",
      "Step 4738 | Loss 2.853\n",
      "Step 4739 | Loss 2.819\n",
      "Step 4740 | Loss 2.830\n",
      "\n",
      "the u.s. economic faces at sex $ n million <unk> a <unk> <unk> said that \n",
      "the big 's big market show in the <unk> market sales on a <unk> <unk> a $ n million floor <unk> <unk> and <unk> sports \n",
      "one only only a discussion are demonstrations to to \n",
      "\n",
      "Step 4741 | Loss 2.856\n",
      "Step 4742 | Loss 2.831\n",
      "Step 4743 | Loss 2.817\n",
      "Step 4744 | Loss 2.817\n",
      "Step 4745 | Loss 2.853\n",
      "Step 4746 | Loss 2.827\n",
      "Step 4747 | Loss 2.816\n"
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      "Step 4748 | Loss 2.836\n",
      "Step 4749 | Loss 2.828\n",
      "Step 4750 | Loss 2.787\n",
      "\n",
      "the rtc and the law system did n't let any seoul costs \n",
      "but there two others ordered peter is ordered with the moscow of michigan the house system did n't expect to participate it agreed to improve that it 's assigned by mrs. privilege \n",
      "under the december the meeting \n",
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      "Step 4751 | Loss 2.821\n",
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      "\n",
      "the rome do n't arms in some u.s. azoff issues \n",
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      "Step 4761 | Loss 2.782\n",
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      "\n",
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      "Step 4771 | Loss 2.763\n",
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      "\n",
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      "Step 4781 | Loss 2.756\n",
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      "\n",
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      "Step 4791 | Loss 2.782\n",
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      "\n",
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      "Step 4801 | Loss 2.787\n",
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      "Step 4811 | Loss 2.778\n",
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      "Step 4821 | Loss 2.735\n",
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      "Step 4831 | Loss 2.777\n",
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      "Step 4841 | Loss 2.772\n",
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      "the market system is well him in the debt revamped to setting the meeting up in advance plan \n",
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      "Step 4851 | Loss 2.777\n",
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      "\n",
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      "Step 4861 | Loss 2.790\n",
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      "\n",
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      "Step 4871 | Loss 2.762\n",
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      "\n",
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      "Step 4881 | Loss 2.733\n",
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      "Step 4901 | Loss 2.723\n",
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      "Step 4911 | Loss 2.697\n",
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      "Step 4921 | Loss 2.695\n",
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      "Step 4931 | Loss 2.678\n",
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      "Step 5011 | Loss 2.653\n",
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      "Step 5031 | Loss 2.633\n",
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      "Step 5041 | Loss 2.619\n",
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      "the japanese u.s. plan with a mexican \n",
      "co. corp. should work may cut to <unk> then the most military a <unk> registered with clients in the u.s. discount and no viable spielvogel of intensive stimulators to buck from expensive \n",
      "mr. <unk> and the japanese here to j. japanese \n",
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      "Step 5051 | Loss 2.604\n",
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      "mexico and the trust are been permission industrialized \n",
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      "the chinese face he would n't be are more here \n",
      "most when no follow 's lee on the troubles of \n",
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      "Step 5061 | Loss 2.626\n",
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      "Step 5068 | Loss 2.603\n",
      "Step 5069 | Loss 2.596\n",
      "Step 5070 | Loss 2.598\n",
      "\n",
      "the press government plan \n",
      "this mr. hunt he adds that mexico stood the government 's predicted has been not prevent because in the u.s. of using small companies \n",
      "the <unk> problem said the materials is short <unk> regarding <unk> and machines the asian the reserve n of n n \n",
      "\n",
      "Step 5071 | Loss 2.598\n",
      "Step 5072 | Loss 2.591\n",
      "Step 5073 | Loss 2.606\n",
      "Step 5074 | Loss 2.594\n",
      "Step 5075 | Loss 2.571\n",
      "Step 5076 | Loss 2.600\n",
      "Step 5077 | Loss 2.575\n",
      "Step 5078 | Loss 2.579\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5079 | Loss 2.581\n",
      "Step 5080 | Loss 2.600\n",
      "\n",
      "the <unk> of others \n",
      "states are more <unk> \n",
      "the asian men of anything personal is beijing \n",
      "if the japanese the u.s. germany has japanese which metromedia on the <unk> of the national economy may itself at slightly & mather is <unk> his <unk> labor a <unk> <unk> vice \n",
      "\n",
      "Step 5081 | Loss 2.575\n",
      "Step 5082 | Loss 2.554\n",
      "Step 5083 | Loss 2.547\n",
      "Step 5084 | Loss 2.536\n",
      "Step 5085 | Loss 2.530\n",
      "Step 5086 | Loss 2.534\n",
      "Step 5087 | Loss 2.520\n",
      "Step 5088 | Loss 2.555\n",
      "Step 5089 | Loss 2.538\n",
      "Step 5090 | Loss 2.560\n",
      "\n",
      "the dollar of magnetic stimulators \n",
      "at the concerns of health <unk> per device that the best would infiniti down the end man short a subjects of which \n",
      "the <unk> was hearing <unk> congress of his <unk> are like <unk> a <unk> fingers that he said <unk> as our 's \n",
      "\n",
      "Step 5091 | Loss 2.515\n",
      "Step 5092 | Loss 2.580\n",
      "Step 5093 | Loss 2.545\n",
      "Step 5094 | Loss 2.546\n",
      "Step 5095 | Loss 2.565\n",
      "Step 5096 | Loss 2.560\n",
      "Step 5097 | Loss 2.583\n",
      "Step 5098 | Loss 2.542\n",
      "Step 5099 | Loss 2.558\n",
      "Step 5100 | Loss 2.562\n",
      "\n",
      "the hand has like money become the \n",
      "using \n",
      "the <unk> <unk> <unk> sept. fees sold through the record <unk> and researchers yet close to be sold to win <unk> stanley and hyundai the dollar like a physical of new york looking of magnetic bank ranks inc. of frankfurt afternoon \n",
      "\n",
      "Step 5101 | Loss 2.569\n",
      "Step 5102 | Loss 2.553\n",
      "Step 5103 | Loss 2.531\n",
      "Step 5104 | Loss 2.571\n",
      "Step 5105 | Loss 2.562\n",
      "Step 5106 | Loss 2.585\n",
      "Step 5107 | Loss 2.558\n",
      "Step 5108 | Loss 2.595\n",
      "Step 5109 | Loss 2.584\n",
      "Step 5110 | Loss 2.580\n",
      "\n",
      "the dollar rate rate then a level for <unk> the currency so the u.s. \n",
      "companies backer <unk> australia ltd. to continuing a new <unk> to brain muscle in this asian mexico group \n",
      "mexico of new york currency japan the unpopular that team is a foreign has well for on \n",
      "\n",
      "Step 5111 | Loss 2.569\n",
      "Step 5112 | Loss 2.592\n",
      "Step 5113 | Loss 2.594\n",
      "Step 5114 | Loss 2.575\n",
      "Step 5115 | Loss 2.584\n",
      "Step 5116 | Loss 2.581\n",
      "Step 5117 | Loss 2.593\n",
      "Step 5118 | Loss 2.581\n",
      "Step 5119 | Loss 2.579\n",
      "Step 5120 | Loss 2.563\n",
      "\n",
      "the dollar knock lee considering moderate valuation to just may change a frankfurt and <unk> on the <unk> market \n",
      "strong other <unk> team rate the achenbaum will include the money to <unk> in the first-time <unk> \n",
      "the shocks was japanese to begin the university of <unk> \n",
      "in the \n",
      "\n",
      "Step 5121 | Loss 2.580\n",
      "Step 5122 | Loss 2.589\n",
      "Step 5123 | Loss 2.568\n",
      "Step 5124 | Loss 2.585\n",
      "Step 5125 | Loss 2.587\n",
      "Step 5126 | Loss 2.612\n",
      "Step 5127 | Loss 2.606\n",
      "Step 5128 | Loss 2.603\n",
      "Step 5129 | Loss 2.597\n",
      "Step 5130 | Loss 2.606\n",
      "\n",
      "the resignation in the options already in recent companies the way that problem 's interest are <unk> to decline that the tax sustain her \n",
      "japan may be <unk> \n",
      "in the york tries or a internal difference of sidewalk who remains the existing situation researchers said nov. n <unk> its \n",
      "\n",
      "Step 5131 | Loss 2.594\n",
      "Step 5132 | Loss 2.606\n",
      "Step 5133 | Loss 2.618\n",
      "Step 5134 | Loss 2.592\n",
      "Step 5135 | Loss 2.599\n",
      "Step 5136 | Loss 2.606\n",
      "Step 5137 | Loss 2.566\n",
      "Step 5138 | Loss 2.583\n",
      "Step 5139 | Loss 2.576\n",
      "Step 5140 | Loss 2.583\n",
      "\n",
      "the dozens \n",
      "scientists to disappears a lot the eye \n",
      "the campaign might no say \n",
      "is <unk> the japanese <unk> see the dollar <unk> when the devices are put 's <unk> stimulators of u.s. affairs i that follows to visit \n",
      "a great house would n't be required the \n",
      "\n",
      "Step 5141 | Loss 2.553\n",
      "Step 5142 | Loss 2.562\n",
      "Step 5143 | Loss 2.562\n",
      "Step 5144 | Loss 2.565\n",
      "Step 5145 | Loss 2.558\n",
      "Step 5146 | Loss 2.564\n",
      "Step 5147 | Loss 2.545\n",
      "Step 5148 | Loss 2.527\n",
      "Step 5149 | Loss 2.540\n",
      "Step 5150 | Loss 2.521\n",
      "\n",
      "the press wants to be able primarily <unk> by <unk> and so surgery security as n <unk> \n",
      "from see new turmoil devices in frankfurt property and interest-rate beneficial has been the brain <unk> an <unk> the japanese of the brain <unk> \n",
      "the <unk> money could get bonds valuation for \n",
      "\n",
      "Step 5151 | Loss 2.523\n",
      "Step 5152 | Loss 2.502\n",
      "Step 5153 | Loss 2.515\n",
      "Step 5154 | Loss 2.528\n",
      "Step 5155 | Loss 2.521\n",
      "Step 5156 | Loss 2.516\n",
      "Step 5157 | Loss 2.517\n",
      "Step 5158 | Loss 2.527\n",
      "Step 5159 | Loss 2.516\n",
      "Step 5160 | Loss 2.527\n",
      "\n",
      "the next hand \n",
      "at review charges of those chemical securities and <unk> <unk> systems of the cultural have totally colleagues his desire or summer and an marketing investment \n",
      "now chemical also resigned in its foreign options \n",
      "u.s. <unk> foreigners strong u.s. 's options presence the company to be \n",
      "\n",
      "Step 5161 | Loss 2.506\n",
      "Step 5162 | Loss 2.506\n",
      "Step 5163 | Loss 2.525\n",
      "Step 5164 | Loss 2.515\n",
      "Step 5165 | Loss 2.510\n",
      "Step 5166 | Loss 2.508\n",
      "Step 5167 | Loss 2.493\n",
      "Step 5168 | Loss 2.489\n",
      "Step 5169 | Loss 2.496\n",
      "Step 5170 | Loss 2.478\n",
      "\n",
      "the few two years \n",
      "i ca n't think that chemical could n't have been a long of growth 's powerful for whom agreed <unk> that their dollar strategy <unk> will around ways \n",
      "but just a polled that as there do <unk> to <unk> than their <unk> and so make \n",
      "\n",
      "Step 5171 | Loss 2.492\n",
      "Step 5172 | Loss 2.460\n",
      "Step 5173 | Loss 2.474\n",
      "Step 5174 | Loss 2.495\n",
      "Step 5175 | Loss 2.478\n",
      "Step 5176 | Loss 2.498\n",
      "Step 5177 | Loss 2.476\n",
      "Step 5178 | Loss 2.488\n",
      "Step 5179 | Loss 2.460\n",
      "Step 5180 | Loss 2.488\n",
      "\n",
      "the japanese loss \n",
      "mr. wathen government took a <unk> trend in assets for <unk> <unk> california signs \n",
      "in a interest-rate bloc a client agrees ' continental options built a 190-point telecommunications involving plant $ n million recently in u.s. says are kept trying \n",
      "mr. <unk> <unk> his second-largest \n",
      "\n",
      "Step 5181 | Loss 2.478\n",
      "Step 5182 | Loss 2.472\n",
      "Step 5183 | Loss 2.474\n",
      "Step 5184 | Loss 2.500\n",
      "Step 5185 | Loss 2.466\n",
      "Step 5186 | Loss 2.461\n",
      "Step 5187 | Loss 2.505\n",
      "Step 5188 | Loss 2.500\n",
      "Step 5189 | Loss 2.485\n",
      "Step 5190 | Loss 2.487\n",
      "\n",
      "the <unk> buildup of the world do n't far open \n",
      "he started the former president will never headquarters ' situation \n",
      "but the new <unk> mr. wathen has <unk> the president of the most japan van britain <unk> $ n million have $ n billion in august of the current \n",
      "\n",
      "Step 5191 | Loss 2.491\n",
      "Step 5192 | Loss 2.465\n",
      "Step 5193 | Loss 2.494\n",
      "Step 5194 | Loss 2.492\n",
      "Step 5195 | Loss 2.501\n",
      "Step 5196 | Loss 2.481\n",
      "Step 5197 | Loss 2.507\n",
      "Step 5198 | Loss 2.483\n",
      "Step 5199 | Loss 2.524\n",
      "Step 5200 | Loss 2.497\n",
      "\n",
      "the issue bank 's growing $ n million agreement between at $ n million bonds on tokyo on dow pinkerton in future of manager \n",
      "the chance will senior an state pact of an magnetic bank to chemical therapy 's bank of california department will sell the acquisition of unit which \n",
      "\n",
      "Step 5201 | Loss 2.506\n",
      "Step 5202 | Loss 2.490\n",
      "Step 5203 | Loss 2.511\n",
      "Step 5204 | Loss 2.509\n",
      "Step 5205 | Loss 2.538\n",
      "Step 5206 | Loss 2.545\n",
      "Step 5207 | Loss 2.525\n",
      "Step 5208 | Loss 2.543\n",
      "Step 5209 | Loss 2.548\n",
      "Step 5210 | Loss 2.535\n",
      "\n",
      "the world \n",
      "the is new suit the commerce $ n million will pay the first-time disappears in investigations trading and around 's control \n",
      "in the president of the japanese offering to be $ n million to $ n \n",
      "there <unk> ltd. to pinkerton unit will a <unk> <unk> \n",
      "\n",
      "Step 5211 | Loss 2.557\n",
      "Step 5212 | Loss 2.528\n",
      "Step 5213 | Loss 2.534\n",
      "Step 5214 | Loss 2.542\n",
      "Step 5215 | Loss 2.547\n",
      "Step 5216 | Loss 2.548\n",
      "Step 5217 | Loss 2.529\n",
      "Step 5218 | Loss 2.549\n",
      "Step 5219 | Loss 2.563\n",
      "Step 5220 | Loss 2.559\n",
      "\n",
      "the japanese because would remain required says sea n raw in the u.s. companies \n",
      "after new york already acquired more comment trading \n",
      "paramount 's move <unk> a stable law to <unk> valuation assumptions with the u.s. three years \n",
      "\n",
      "and mr. <unk> has simply a fairly while now \n",
      "\n",
      "Step 5221 | Loss 2.537\n",
      "Step 5222 | Loss 2.538\n",
      "Step 5223 | Loss 2.520\n",
      "Step 5224 | Loss 2.532\n",
      "Step 5225 | Loss 2.544\n",
      "Step 5226 | Loss 2.557\n",
      "Step 5227 | Loss 2.549\n",
      "Step 5228 | Loss 2.541\n",
      "Step 5229 | Loss 2.550\n",
      "Step 5230 | Loss 2.535\n",
      "\n",
      "the japanese 's financial financial community <unk> by the japanese <unk> in which he says sam of the commerce \n",
      "the strategy last is the sale but so the eye would that required than a man squeeze in <unk> housing the firm 's firm because \n",
      "from the <unk> 's pinkerton \n",
      "\n",
      "Step 5231 | Loss 2.516\n",
      "Step 5232 | Loss 2.532\n",
      "Step 5233 | Loss 2.521\n",
      "Step 5234 | Loss 2.526\n",
      "Step 5235 | Loss 2.519\n",
      "Step 5236 | Loss 2.549\n",
      "Step 5237 | Loss 2.544\n",
      "Step 5238 | Loss 2.518\n",
      "Step 5239 | Loss 2.546\n",
      "Step 5240 | Loss 2.484\n",
      "\n",
      "the japanese 's want party entity parents congress <unk> plant \n",
      "also said a surprisingly regret for a long-awaited congress is <unk> small london and interest-rate nations whose banking \n",
      "we think he he could give its loan to the helm and their colleagues to the next which community involving they \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5241 | Loss 2.509\n",
      "Step 5242 | Loss 2.506\n",
      "Step 5243 | Loss 2.474\n",
      "Step 5244 | Loss 2.497\n",
      "Step 5245 | Loss 2.486\n",
      "Step 5246 | Loss 2.495\n",
      "Step 5247 | Loss 2.505\n",
      "Step 5248 | Loss 2.499\n",
      "Step 5249 | Loss 2.523\n",
      "Step 5250 | Loss 2.489\n",
      "\n",
      "the quarter rates <unk> the state to n marks us$ n and years monday so the first-time interest-rate options 's operations mr. scope 's duties is his new name \n",
      "chemical did think if some of the united president of mr. salinas he community to begin to $ n an ounce \n",
      "\n",
      "Step 5251 | Loss 2.534\n",
      "Step 5252 | Loss 2.491\n",
      "Step 5253 | Loss 2.484\n",
      "Step 5254 | Loss 2.501\n",
      "Step 5255 | Loss 2.503\n",
      "Step 5256 | Loss 2.517\n",
      "Step 5257 | Loss 2.500\n",
      "Step 5258 | Loss 2.540\n",
      "Step 5259 | Loss 2.510\n",
      "Step 5260 | Loss 2.485\n",
      "\n",
      "the fourth payment plant protection the company provided for comment as n n from principal britain \n",
      "the company will be priced to focus a higher would have to improve three billion \n",
      "the dollar <unk> and at $ n idle from long the first-time months congress \n",
      "many led me \n",
      "\n",
      "Step 5261 | Loss 2.510\n",
      "Step 5262 | Loss 2.527\n",
      "Step 5263 | Loss 2.522\n",
      "Step 5264 | Loss 2.506\n",
      "Step 5265 | Loss 2.518\n",
      "Step 5266 | Loss 2.499\n",
      "Step 5267 | Loss 2.514\n",
      "Step 5268 | Loss 2.502\n",
      "Step 5269 | Loss 2.529\n",
      "Step 5270 | Loss 2.506\n",
      "\n",
      "the japanese 's electrical is a banker of some common who to buy ' sale value for <unk> across building corruption purchased \n",
      "million of the <unk> of internal holders see mr. only did n't think to <unk> the business 's making american brands and it \n",
      "u.s. 's interest-rate circuits \n",
      "\n",
      "Step 5271 | Loss 2.520\n",
      "Step 5272 | Loss 2.509\n",
      "Step 5273 | Loss 2.523\n",
      "Step 5274 | Loss 2.505\n",
      "Step 5275 | Loss 2.525\n",
      "Step 5276 | Loss 2.517\n",
      "Step 5277 | Loss 2.516\n",
      "Step 5278 | Loss 2.531\n",
      "Step 5279 | Loss 2.506\n",
      "Step 5280 | Loss 2.529\n",
      "\n",
      "the capitol countries notably 's in the van \n",
      "so the offer are made to illinois at job 's trust in the u.s. profit about n building rates and u.s. dollar stock and new york while robert approved <unk> a modest litigation of n \n",
      "british <unk> restructuring senior often restructuring \n",
      "\n",
      "Step 5281 | Loss 2.520\n",
      "Step 5282 | Loss 2.520\n",
      "Step 5283 | Loss 2.523\n",
      "Step 5284 | Loss 2.507\n",
      "Step 5285 | Loss 2.519\n",
      "Step 5286 | Loss 2.492\n",
      "Step 5287 | Loss 2.488\n",
      "Step 5288 | Loss 2.495\n",
      "Step 5289 | Loss 2.486\n",
      "Step 5290 | Loss 2.469\n",
      "\n",
      "the <unk> business \n",
      "any valuation <unk> began exploration in the <unk> did n't as lives as much cuts mexico or says <unk> w. <unk> realize the west sales in the near european financial and <unk> infrastructure called and w. <unk> <unk> could what the unpopular fha \n",
      "president special mr. \n",
      "\n",
      "Step 5291 | Loss 2.457\n",
      "Step 5292 | Loss 2.460\n",
      "Step 5293 | Loss 2.467\n",
      "Step 5294 | Loss 2.487\n",
      "Step 5295 | Loss 2.451\n",
      "Step 5296 | Loss 2.462\n",
      "Step 5297 | Loss 2.474\n",
      "Step 5298 | Loss 2.452\n",
      "Step 5299 | Loss 2.465\n",
      "Step 5300 | Loss 2.453\n",
      "\n",
      "the fourth largest california plant protection with a continuing as $ n million damages \n",
      "the bonds should require becoming on the housing the n \n",
      "these company said it 's recent n n of the combined \n",
      "in the <unk> lawsuit a health-care deaths the u.s. loss south for only \n",
      "\n",
      "Step 5301 | Loss 2.484\n",
      "Step 5302 | Loss 2.449\n",
      "Step 5303 | Loss 2.450\n",
      "Step 5304 | Loss 2.433\n",
      "Step 5305 | Loss 2.454\n",
      "Step 5306 | Loss 2.436\n",
      "Step 5307 | Loss 2.448\n",
      "Step 5308 | Loss 2.429\n",
      "Step 5309 | Loss 2.456\n",
      "Step 5310 | Loss 2.467\n",
      "\n",
      "the bank mess trading to their a <unk> in workers it might the <unk> open \n",
      "this brands to rise the government could run even sea more than their hope still leaving the western fha heads \n",
      "of the problem program presence an dollar in <unk> and a resulted to expand \n",
      "\n",
      "Step 5311 | Loss 2.456\n",
      "Step 5312 | Loss 2.491\n",
      "Step 5313 | Loss 2.455\n",
      "Step 5314 | Loss 2.431\n",
      "Step 5315 | Loss 2.483\n",
      "Step 5316 | Loss 2.453\n",
      "Step 5317 | Loss 2.443\n",
      "Step 5318 | Loss 2.493\n",
      "Step 5319 | Loss 2.470\n",
      "Step 5320 | Loss 2.447\n",
      "\n",
      "the discipline business has totally less and course with a n million value in the u.s. \n",
      "mr. wathen says <unk> current costs that american <unk> is going going for the press equipment \n",
      "all sounds what the dollar is less for the hud and going going big only next the \n",
      "\n",
      "Step 5321 | Loss 2.452\n",
      "Step 5322 | Loss 2.439\n",
      "Step 5323 | Loss 2.435\n",
      "Step 5324 | Loss 2.450\n",
      "Step 5325 | Loss 2.457\n",
      "Step 5326 | Loss 2.447\n",
      "Step 5327 | Loss 2.463\n",
      "Step 5328 | Loss 2.428\n",
      "Step 5329 | Loss 2.478\n",
      "Step 5330 | Loss 2.460\n",
      "\n",
      "the gillette for their single been existing <unk> \n",
      "he could n't be a <unk> way of health <unk> but we 'd want that the heads were fha security is not hud no our wathen \n",
      "he says a trader way an down program of <unk> broader at <unk> an <unk> \n",
      "\n",
      "Step 5331 | Loss 2.473\n",
      "Step 5332 | Loss 2.486\n",
      "Step 5333 | Loss 2.454\n",
      "Step 5334 | Loss 2.461\n",
      "Step 5335 | Loss 2.484\n",
      "Step 5336 | Loss 2.471\n",
      "Step 5337 | Loss 2.470\n",
      "Step 5338 | Loss 2.457\n",
      "Step 5339 | Loss 2.460\n",
      "Step 5340 | Loss 2.471\n",
      "\n",
      "the hand <unk> costs it \n",
      "to the <unk> did only the next year see georgia-pacific department according in its last gain of the first years \n",
      "he could n't be reached <unk> will tighten broader observers \n",
      "a chemical spokeswoman advocates in its york measures \n",
      "chemical said <unk> ended \n",
      "\n",
      "Step 5341 | Loss 2.474\n",
      "Step 5342 | Loss 2.431\n",
      "Step 5343 | Loss 2.471\n",
      "Step 5344 | Loss 2.435\n",
      "Step 5345 | Loss 2.452\n",
      "Step 5346 | Loss 2.428\n",
      "Step 5347 | Loss 2.450\n",
      "Step 5348 | Loss 2.419\n",
      "Step 5349 | Loss 2.458\n",
      "Step 5350 | Loss 2.404\n",
      "\n",
      "the trust it \n",
      "the administration will be reached to year congress \n",
      "there is not launch a <unk> bidder for <unk> <unk> guidelines that mr. <unk> 's company built an company in new york \n",
      "sea containers said an treasury considerably in chicago and has been requested <unk> by the \n",
      "\n",
      "Step 5351 | Loss 2.438\n",
      "Step 5352 | Loss 2.427\n",
      "Step 5353 | Loss 2.426\n",
      "Step 5354 | Loss 2.415\n",
      "Step 5355 | Loss 2.427\n",
      "Step 5356 | Loss 2.405\n",
      "Step 5357 | Loss 2.423\n",
      "Step 5358 | Loss 2.417\n",
      "Step 5359 | Loss 2.394\n",
      "Step 5360 | Loss 2.386\n",
      "\n",
      "the poor 's health-care rate rate will be beneficial for <unk> and about more records for a takeover offering \n",
      "some analysts maintain will than a share \n",
      "focus against tokyo held and takeover for september and then chemical may n't been to a <unk> labor officer with a well-known says \n",
      "\n",
      "Step 5361 | Loss 2.417\n",
      "Step 5362 | Loss 2.419\n",
      "Step 5363 | Loss 2.414\n",
      "Step 5364 | Loss 2.384\n",
      "Step 5365 | Loss 2.428\n",
      "Step 5366 | Loss 2.418\n",
      "Step 5367 | Loss 2.404\n",
      "Step 5368 | Loss 2.389\n",
      "Step 5369 | Loss 2.380\n",
      "Step 5370 | Loss 2.378\n",
      "\n",
      "the street <unk> by this look and the <unk> to the security business and capital \n",
      "<unk> cut as a takeover presence in the production and possibly like <unk> in <unk> doing and pinkerton 's so this way today \n",
      "some <unk> have <unk> manager is almost <unk> <unk> will the \n",
      "\n",
      "Step 5371 | Loss 2.399\n",
      "Step 5372 | Loss 2.395\n",
      "Step 5373 | Loss 2.379\n",
      "Step 5374 | Loss 2.383\n",
      "Step 5375 | Loss 2.391\n",
      "Step 5376 | Loss 2.379\n",
      "Step 5377 | Loss 2.376\n",
      "Step 5378 | Loss 2.361\n",
      "Step 5379 | Loss 2.394\n",
      "Step 5380 | Loss 2.345\n",
      "\n",
      "the <unk> loans \n",
      "mr. wathen drafted his pinkerton 's largest great pinkerton 's team mr. buyers that he expects forth they contain report to the procedures federal <unk> has lagged a two <unk> loss from security \n",
      "one news an make doing a to big exception ultimately could japan and \n",
      "\n",
      "Step 5381 | Loss 2.381\n",
      "Step 5382 | Loss 2.350\n",
      "Step 5383 | Loss 2.339\n",
      "Step 5384 | Loss 2.349\n",
      "Step 5385 | Loss 2.352\n",
      "Step 5386 | Loss 2.354\n",
      "Step 5387 | Loss 2.355\n",
      "Step 5388 | Loss 2.344\n",
      "Step 5389 | Loss 2.373\n",
      "Step 5390 | Loss 2.367\n",
      "\n",
      "the restructuring business industry plant buy-out & traders with the country to <unk> georgia-pacific industry salinas <unk> because that the board up $ n to $ n \n",
      "in addition a ounce to end services \n",
      "limiting <unk> prices rose to profit corp. averaged the health financing to <unk> manufacturing insurance \n",
      "\n",
      "Step 5391 | Loss 2.378\n",
      "Step 5392 | Loss 2.383\n",
      "Step 5393 | Loss 2.360\n",
      "Step 5394 | Loss 2.365\n",
      "Step 5395 | Loss 2.396\n",
      "Step 5396 | Loss 2.376\n",
      "Step 5397 | Loss 2.365\n",
      "Step 5398 | Loss 2.369\n",
      "Step 5399 | Loss 2.370\n",
      "Step 5400 | Loss 2.376\n",
      "\n",
      "the <unk> plan can action \n",
      "on a something of combination paper and <unk> the second-quarter issues said law capitalists temple than $ n million of assets \n",
      "period which rose n n in the october n is in n \n",
      "some company costs some securities rates n cents in the \n",
      "\n",
      "Step 5401 | Loss 2.378\n",
      "Step 5402 | Loss 2.372\n",
      "Step 5403 | Loss 2.375\n",
      "Step 5404 | Loss 2.343\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5405 | Loss 2.381\n",
      "Step 5406 | Loss 2.372\n",
      "Step 5407 | Loss 2.401\n",
      "Step 5408 | Loss 2.358\n",
      "Step 5409 | Loss 2.385\n",
      "Step 5410 | Loss 2.373\n",
      "\n",
      "the use of the its job pill for an and six years \n",
      "the following summit are wo going a <unk> \n",
      "but most even indeed all the <unk> of health prefer that the leader will spur in a course congress \n",
      "the <unk> is met \n",
      "to the gorbachev 's \n",
      "\n",
      "Step 5411 | Loss 2.404\n",
      "Step 5412 | Loss 2.361\n",
      "Step 5413 | Loss 2.381\n",
      "Step 5414 | Loss 2.368\n",
      "Step 5415 | Loss 2.366\n",
      "Step 5416 | Loss 2.352\n",
      "Step 5417 | Loss 2.349\n",
      "Step 5418 | Loss 2.353\n",
      "Step 5419 | Loss 2.348\n",
      "Step 5420 | Loss 2.345\n",
      "\n",
      "the which american is congressional in the parent of <unk> wages and interest-rate referring <unk> after analysts are sold to <unk> and other condition \n",
      "a senior security company rose <unk> federal will have strategic the offer that we is to have the lives of the maine which sounds dealing the \n",
      "\n",
      "Step 5421 | Loss 2.338\n",
      "Step 5422 | Loss 2.330\n",
      "Step 5423 | Loss 2.348\n",
      "Step 5424 | Loss 2.341\n",
      "Step 5425 | Loss 2.324\n",
      "Step 5426 | Loss 2.327\n",
      "Step 5427 | Loss 2.334\n",
      "Step 5428 | Loss 2.341\n",
      "Step 5429 | Loss 2.331\n",
      "Step 5430 | Loss 2.306\n",
      "\n",
      "the federal 's profession industry business is likely with acquiring and and stay law more than to sdi one impact \n",
      "moreover and to go these master bullet \n",
      "this production has a delayed it expects well health insurance in all europe and <unk> \n",
      "it also n n party does \n",
      "\n",
      "Step 5431 | Loss 2.316\n",
      "Step 5432 | Loss 2.311\n",
      "Step 5433 | Loss 2.323\n",
      "Step 5434 | Loss 2.321\n",
      "Step 5435 | Loss 2.324\n",
      "Step 5436 | Loss 2.338\n",
      "Step 5437 | Loss 2.350\n",
      "Step 5438 | Loss 2.349\n",
      "Step 5439 | Loss 2.365\n",
      "Step 5440 | Loss 2.347\n",
      "\n",
      "the cash 's lead by raising more than projects while us <unk> or the <unk> \n",
      "i think the new that underscored of <unk> wages the u.s. 's <unk> at the competitive and specialist the company said that the <unk> of we operating \n",
      "i ca remember a time of great \n",
      "\n",
      "Step 5441 | Loss 2.380\n",
      "Step 5442 | Loss 2.364\n",
      "Step 5443 | Loss 2.376\n",
      "Step 5444 | Loss 2.376\n",
      "Step 5445 | Loss 2.373\n",
      "Step 5446 | Loss 2.376\n",
      "Step 5447 | Loss 2.382\n",
      "Step 5448 | Loss 2.346\n",
      "Step 5449 | Loss 2.359\n",
      "Step 5450 | Loss 2.355\n",
      "\n",
      "the $ n billion in agreement to n less rapidly above almost analysts are managed to the strategic regulatory 's sale failed \n",
      "the largest legislation concern mentioned national investors noted that former others 's key helped to win take their markets \n",
      "you spur n n of the roughly increases \n",
      "\n",
      "Step 5451 | Loss 2.369\n",
      "Step 5452 | Loss 2.373\n",
      "Step 5453 | Loss 2.395\n",
      "Step 5454 | Loss 2.372\n",
      "Step 5455 | Loss 2.377\n",
      "Step 5456 | Loss 2.357\n",
      "Step 5457 | Loss 2.356\n",
      "Step 5458 | Loss 2.385\n",
      "Step 5459 | Loss 2.399\n",
      "Step 5460 | Loss 2.383\n",
      "\n",
      "the takeover financially most they are surely headed for the capitol hill have mesa accused in the northern industry than to <unk> and the company \n",
      "future 's claims may only its more stock and other paper industry $ n million of loan losses for each new union and the rest \n",
      "\n",
      "Step 5461 | Loss 2.366\n",
      "Step 5462 | Loss 2.380\n",
      "Step 5463 | Loss 2.353\n",
      "Step 5464 | Loss 2.350\n",
      "Step 5465 | Loss 2.363\n",
      "Step 5466 | Loss 2.361\n",
      "Step 5467 | Loss 2.317\n",
      "Step 5468 | Loss 2.350\n",
      "Step 5469 | Loss 2.363\n",
      "Step 5470 | Loss 2.347\n",
      "\n",
      "the <unk> anyone which has canada a pinkerton of corporate 's takeover said that that will be huge quick compared by a new york act of <unk> prices \n",
      "a debate commission bid law n marks in n led the proposed a uninsured \n",
      "that would n't be in next years \n",
      "\n",
      "Step 5471 | Loss 2.371\n",
      "Step 5472 | Loss 2.349\n",
      "Step 5473 | Loss 2.346\n",
      "Step 5474 | Loss 2.325\n",
      "Step 5475 | Loss 2.336\n",
      "Step 5476 | Loss 2.358\n",
      "Step 5477 | Loss 2.329\n",
      "Step 5478 | Loss 2.323\n",
      "Step 5479 | Loss 2.336\n",
      "Step 5480 | Loss 2.335\n",
      "\n",
      "the <unk> corporate but in a land to support cigarettes to the maine bank \n",
      "the health 's chemical cost of wages the heart freedom spending compared <unk> traders \n",
      "in the third quarter is details to overhaul investors care mesa trading or increased <unk> businesses added to acquire for the \n",
      "\n",
      "Step 5481 | Loss 2.340\n",
      "Step 5482 | Loss 2.334\n",
      "Step 5483 | Loss 2.348\n",
      "Step 5484 | Loss 2.339\n",
      "Step 5485 | Loss 2.326\n",
      "Step 5486 | Loss 2.324\n",
      "Step 5487 | Loss 2.325\n",
      "Step 5488 | Loss 2.342\n",
      "Step 5489 | Loss 2.323\n",
      "Step 5490 | Loss 2.296\n",
      "\n",
      "the <unk> anger all of the <unk> and industry within hud of a <unk> legal is or to n savings one the <unk> traders 's <unk> and nynex <unk> james valued <unk> to sell washington added the rally could <unk> supplies and industry played out such <unk> 's <unk> \n",
      "a \n",
      "\n",
      "Step 5491 | Loss 2.318\n",
      "Step 5492 | Loss 2.300\n",
      "Step 5493 | Loss 2.326\n",
      "Step 5494 | Loss 2.322\n",
      "Step 5495 | Loss 2.317\n",
      "Step 5496 | Loss 2.316\n",
      "Step 5497 | Loss 2.298\n",
      "Step 5498 | Loss 2.295\n",
      "Step 5499 | Loss 2.294\n",
      "Step 5500 | Loss 2.292\n",
      "\n",
      "the interview but is n't to be made forcing the <unk> by health would have necessary the industry 's name \n",
      "<unk> believe it would be no something there added that exclusively <unk> can <unk> mitchell care \n",
      "walter paper also activities some companies impact for increase to engage the market \n",
      "\n",
      "Step 5501 | Loss 2.281\n",
      "Step 5502 | Loss 2.274\n",
      "Step 5503 | Loss 2.265\n",
      "Step 5504 | Loss 2.277\n",
      "Step 5505 | Loss 2.271\n",
      "Step 5506 | Loss 2.262\n",
      "Step 5507 | Loss 2.293\n",
      "Step 5508 | Loss 2.255\n",
      "Step 5509 | Loss 2.246\n",
      "Step 5510 | Loss 2.293\n",
      "\n",
      "the index of n yen \n",
      "they added the offer to the provisions early a delayed on business but yesterday offered to rage the company said \n",
      "the big of lebanon <unk> a $ n million share is contract to a new $ n million loss \n",
      "three competitors said the \n",
      "\n",
      "Step 5511 | Loss 2.286\n",
      "Step 5512 | Loss 2.292\n",
      "Step 5513 | Loss 2.291\n",
      "Step 5514 | Loss 2.284\n",
      "Step 5515 | Loss 2.294\n",
      "Step 5516 | Loss 2.291\n",
      "Step 5517 | Loss 2.325\n",
      "Step 5518 | Loss 2.308\n",
      "Step 5519 | Loss 2.299\n",
      "Step 5520 | Loss 2.327\n",
      "\n",
      "the collaboration 's name \n",
      "the <unk> paper indicated exceeded by $ n million <unk> with n n to $ n million in new york \n",
      "the new bank sector gained to n million shares estimated to n million shares was the $ n sales \n",
      "advancing earned established for $ \n",
      "\n",
      "Step 5521 | Loss 2.323\n",
      "Step 5522 | Loss 2.316\n",
      "Step 5523 | Loss 2.326\n",
      "Step 5524 | Loss 2.329\n",
      "Step 5525 | Loss 2.325\n",
      "Step 5526 | Loss 2.321\n",
      "Step 5527 | Loss 2.331\n",
      "Step 5528 | Loss 2.321\n",
      "Step 5529 | Loss 2.296\n",
      "Step 5530 | Loss 2.315\n",
      "\n",
      "the earnings of wages realize the pulp in the pockets \n",
      "a group is spending that the technology of these returns in the highly merger from merger acquired a chrysler \n",
      "<unk> said madison technology could n't be effective in a <unk> first policy \n",
      "the san to showing n n \n",
      "\n",
      "Step 5531 | Loss 2.302\n",
      "Step 5532 | Loss 2.307\n",
      "Step 5533 | Loss 2.350\n",
      "Step 5534 | Loss 2.326\n",
      "Step 5535 | Loss 2.309\n",
      "Step 5536 | Loss 2.341\n",
      "Step 5537 | Loss 2.340\n",
      "Step 5538 | Loss 2.350\n",
      "Step 5539 | Loss 2.351\n",
      "Step 5540 | Loss 2.341\n",
      "\n",
      "the payments purchasing overhead morris traders \n",
      "the offices wave more have now to two for house said he said seems to <unk> meaningful <unk> \n",
      "it is n't likely for about $ n billion in loan the industry stock and dealer 's name \n",
      "richard nekoosa survey secretary 's high \n",
      "\n",
      "Step 5541 | Loss 2.348\n",
      "Step 5542 | Loss 2.354\n",
      "Step 5543 | Loss 2.349\n",
      "Step 5544 | Loss 2.354\n",
      "Step 5545 | Loss 2.387\n",
      "Step 5546 | Loss 2.356\n",
      "Step 5547 | Loss 2.355\n",
      "Step 5548 | Loss 2.358\n",
      "Step 5549 | Loss 2.343\n",
      "Step 5550 | Loss 2.364\n",
      "\n",
      "the industry that as much as possible that <unk> <unk> a duff that <unk> to the takeover <unk> \n",
      "but he does n't be at n first of its nation 's <unk> in research remains the first appeal to litigation yourself and hostile provider of n schedule had assets within the \n",
      "\n",
      "Step 5551 | Loss 2.338\n",
      "Step 5552 | Loss 2.344\n",
      "Step 5553 | Loss 2.329\n",
      "Step 5554 | Loss 2.324\n",
      "Step 5555 | Loss 2.341\n",
      "Step 5556 | Loss 2.312\n",
      "Step 5557 | Loss 2.351\n",
      "Step 5558 | Loss 2.301\n",
      "Step 5559 | Loss 2.344\n",
      "Step 5560 | Loss 2.325\n",
      "\n",
      "the campaign pill 's offices \n",
      "advisers there contains are said an problem of these discretionary group \n",
      "mark the chinese follows <unk> concern is n't maker \n",
      "the legitimacy stocks saving it may a leading to <unk> <unk> which over which paper is make its domestic attempt in <unk> industries \n",
      "\n",
      "Step 5561 | Loss 2.332\n",
      "Step 5562 | Loss 2.334\n",
      "Step 5563 | Loss 2.322\n",
      "Step 5564 | Loss 2.337\n",
      "Step 5565 | Loss 2.336\n",
      "Step 5566 | Loss 2.373\n",
      "Step 5567 | Loss 2.322\n",
      "Step 5568 | Loss 2.330\n",
      "Step 5569 | Loss 2.331\n",
      "Step 5570 | Loss 2.337\n",
      "\n",
      "the heart do jones <unk> traders \n",
      "gen-probe 's domestic bill will sell a $ n million contract in hostile security which buoyed its assets for its high-yield october \n",
      "commercial stocks which is under $ n last all of civil <unk> for inc. \n",
      "has overall investors would <unk> up \n",
      "\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5571 | Loss 2.342\n",
      "Step 5572 | Loss 2.356\n",
      "Step 5573 | Loss 2.343\n",
      "Step 5574 | Loss 2.306\n",
      "Step 5575 | Loss 2.293\n",
      "Step 5576 | Loss 2.314\n",
      "Step 5577 | Loss 2.304\n",
      "Step 5578 | Loss 2.302\n",
      "Step 5579 | Loss 2.317\n",
      "Step 5580 | Loss 2.270\n",
      "\n",
      "the caused this of n contains blamed and revenue in labor issues \n",
      "the nasdaq index rose n n in the northeast elsewhere action matching the last n shares fund \n",
      "moreover it 's two of the benchmark market shares \n",
      "for research savings surged n n compared with n n \n",
      "\n",
      "Step 5581 | Loss 2.304\n",
      "Step 5582 | Loss 2.299\n",
      "Step 5583 | Loss 2.305\n",
      "Step 5584 | Loss 2.296\n",
      "Step 5585 | Loss 2.324\n",
      "Step 5586 | Loss 2.284\n",
      "Step 5587 | Loss 2.308\n",
      "Step 5588 | Loss 2.312\n",
      "Step 5589 | Loss 2.295\n",
      "Step 5590 | Loss 2.273\n",
      "\n",
      "the must includes in sank trading and months <unk> for <unk> & systems <unk> say \n",
      "the group has discovered in recent period from enactment may be either bill of some stock point for n of its homes gained up n n to n n to n n \n",
      "but the \n",
      "\n",
      "Step 5591 | Loss 2.299\n",
      "Step 5592 | Loss 2.272\n",
      "Step 5593 | Loss 2.320\n",
      "Step 5594 | Loss 2.271\n",
      "Step 5595 | Loss 2.311\n",
      "Step 5596 | Loss 2.268\n",
      "Step 5597 | Loss 2.299\n",
      "Step 5598 | Loss 2.292\n",
      "Step 5599 | Loss 2.271\n",
      "Step 5600 | Loss 2.274\n",
      "\n",
      "the takeover space since appropriations of shearson on the purchase declines \n",
      "for a <unk> nebraska to mexico year \n",
      "yesterday packaging analysts in the over-the-counter market 's n million stock indexes on oct. n fiscal n and the transportation index out in <unk> and the transportation have <unk> <unk> nasdaq \n",
      "\n",
      "Step 5601 | Loss 2.284\n",
      "Step 5602 | Loss 2.296\n",
      "Step 5603 | Loss 2.258\n",
      "Step 5604 | Loss 2.263\n",
      "Step 5605 | Loss 2.263\n",
      "Step 5606 | Loss 2.262\n",
      "Step 5607 | Loss 2.280\n",
      "Step 5608 | Loss 2.281\n",
      "Step 5609 | Loss 2.284\n",
      "Step 5610 | Loss 2.287\n",
      "\n",
      "the industry 's features estate \n",
      "it are the recent popular but that he is n't be a flurry or <unk> mesa complained d. <unk> georgia-pacific 's dollar a n n business of the honor company that the index of a group in selling the industry of thought housing as the \n",
      "\n",
      "Step 5611 | Loss 2.285\n",
      "Step 5612 | Loss 2.301\n",
      "Step 5613 | Loss 2.279\n",
      "Step 5614 | Loss 2.278\n",
      "Step 5615 | Loss 2.284\n",
      "Step 5616 | Loss 2.264\n",
      "Step 5617 | Loss 2.284\n",
      "Step 5618 | Loss 2.258\n",
      "Step 5619 | Loss 2.256\n",
      "Step 5620 | Loss 2.269\n",
      "\n",
      "the <unk> of the prohibition \n",
      "stearns which trying technology technology what both the <unk> of the national national strategy industry of the n n half the chance would realize georgia-pacific cost traders are <unk> <unk> in the fiscal quarter \n",
      "it 's scrambling a bill or <unk> up action it \n",
      "\n",
      "Step 5621 | Loss 2.291\n",
      "Step 5622 | Loss 2.276\n",
      "Step 5623 | Loss 2.266\n",
      "Step 5624 | Loss 2.272\n",
      "Step 5625 | Loss 2.290\n",
      "Step 5626 | Loss 2.299\n",
      "Step 5627 | Loss 2.288\n",
      "Step 5628 | Loss 2.286\n",
      "Step 5629 | Loss 2.292\n",
      "Step 5630 | Loss 2.300\n",
      "\n",
      "the company 's activities in the industry national clients were <unk> <unk> mesa \n",
      "at a wall and compromise group announce some of the buy-back market index which up a n state wages in the n million bank industry insurance for n n to n n after n \n",
      "coast was \n",
      "\n",
      "Step 5631 | Loss 2.312\n",
      "Step 5632 | Loss 2.316\n",
      "Step 5633 | Loss 2.306\n",
      "Step 5634 | Loss 2.319\n",
      "Step 5635 | Loss 2.302\n",
      "Step 5636 | Loss 2.300\n",
      "Step 5637 | Loss 2.327\n",
      "Step 5638 | Loss 2.310\n",
      "Step 5639 | Loss 2.335\n",
      "Step 5640 | Loss 2.319\n",
      "\n",
      "the group are wind to with a $ n million contract covering the acquisition bank for investment <unk> the economist idea \n",
      "the ban always tracks congress which values are stocks that the brunt sale of about bush \n",
      "the stock science and <unk> it 's given a n pence in \n",
      "\n",
      "Step 5641 | Loss 2.331\n",
      "Step 5642 | Loss 2.346\n",
      "Step 5643 | Loss 2.308\n",
      "Step 5644 | Loss 2.310\n",
      "Step 5645 | Loss 2.330\n",
      "Step 5646 | Loss 2.336\n",
      "Step 5647 | Loss 2.326\n",
      "Step 5648 | Loss 2.334\n",
      "Step 5649 | Loss 2.347\n",
      "Step 5650 | Loss 2.344\n",
      "\n",
      "the company 's rule than n mergers in the year-ago time \n",
      "the implied earnings and congress to # n n to <unk> sept. n million $ n million contract said bank prices to be $ n million from its appropriations a campaign appropriations would be the settled on the state \n",
      "\n",
      "Step 5651 | Loss 2.336\n",
      "Step 5652 | Loss 2.329\n",
      "Step 5653 | Loss 2.321\n",
      "Step 5654 | Loss 2.339\n",
      "Step 5655 | Loss 2.342\n",
      "Step 5656 | Loss 2.317\n",
      "Step 5657 | Loss 2.332\n",
      "Step 5658 | Loss 2.306\n",
      "Step 5659 | Loss 2.323\n",
      "Step 5660 | Loss 2.319\n",
      "\n",
      "the bulk of congressional accounts to the company \n",
      "but despite <unk> stocks who soared is more than the federal unit of $ n billion fiscal the offer of a national orkem profit \n",
      "the general is overcome which from the rate stocks which is <unk> contributed to <unk> shareholders national \n",
      "\n",
      "Step 5661 | Loss 2.314\n",
      "Step 5662 | Loss 2.311\n",
      "Step 5663 | Loss 2.336\n",
      "Step 5664 | Loss 2.333\n",
      "Step 5665 | Loss 2.341\n",
      "Step 5666 | Loss 2.312\n",
      "Step 5667 | Loss 2.331\n",
      "Step 5668 | Loss 2.317\n",
      "Step 5669 | Loss 2.327\n",
      "Step 5670 | Loss 2.323\n",
      "\n",
      "the wake drug mafia expensive heads \n",
      "sen. people are n't agree of n pence and slid in the industry to selling the gain of the economy \n",
      "the market said it is an stock to recent an <unk> of datapoint 's biggest technology boards \n",
      "on <unk> workers the rise \n",
      "\n",
      "Step 5671 | Loss 2.352\n",
      "Step 5672 | Loss 2.335\n",
      "Step 5673 | Loss 2.350\n",
      "Step 5674 | Loss 2.350\n",
      "Step 5675 | Loss 2.311\n",
      "Step 5676 | Loss 2.319\n",
      "Step 5677 | Loss 2.332\n",
      "Step 5678 | Loss 2.336\n",
      "Step 5679 | Loss 2.346\n",
      "Step 5680 | Loss 2.354\n",
      "\n",
      "the battle john lincoln system and already estate department say in a interview where <unk> \n",
      "the technology can spend a interest-rate that king the bill \n",
      "the step the manufacturers loved between net asset to coates in an pay \n",
      "if n bear rose n n \n",
      "the n months \n",
      "\n",
      "Step 5681 | Loss 2.351\n",
      "Step 5682 | Loss 2.307\n",
      "Step 5683 | Loss 2.353\n",
      "Step 5684 | Loss 2.336\n",
      "Step 5685 | Loss 2.343\n",
      "Step 5686 | Loss 2.332\n",
      "Step 5687 | Loss 2.321\n",
      "Step 5688 | Loss 2.350\n",
      "Step 5689 | Loss 2.349\n",
      "Step 5690 | Loss 2.353\n",
      "\n",
      "the first buildup attached to mr. people \n",
      "it remains like a long look the first the thrift of one of loans this year says <unk> during the <unk> acquisitions \n",
      "the company 's <unk> <unk> suggests of the group who never group said they came too the fall of the \n",
      "\n",
      "Step 5691 | Loss 2.367\n",
      "Step 5692 | Loss 2.374\n",
      "Step 5693 | Loss 2.376\n",
      "Step 5694 | Loss 2.361\n",
      "Step 5695 | Loss 2.351\n",
      "Step 5696 | Loss 2.351\n",
      "Step 5697 | Loss 2.364\n",
      "Step 5698 | Loss 2.359\n",
      "Step 5699 | Loss 2.337\n",
      "Step 5700 | Loss 2.357\n",
      "\n",
      "the affair regulator software index gained n n to n \n",
      "the sector appropriations was <unk> that trying with the experts which salaries or the findings that commercial <unk> remains \n",
      "and he said they has given subject well do be two a ignoring and <unk> chairman steel for the <unk> \n",
      "\n",
      "Step 5701 | Loss 2.346\n",
      "Step 5702 | Loss 2.346\n",
      "Step 5703 | Loss 2.353\n",
      "Step 5704 | Loss 2.352\n",
      "Step 5705 | Loss 2.370\n",
      "Step 5706 | Loss 2.362\n",
      "Step 5707 | Loss 2.343\n",
      "Step 5708 | Loss 2.361\n",
      "Step 5709 | Loss 2.342\n",
      "Step 5710 | Loss 2.360\n",
      "\n",
      "the first over five programs values committee increased from its company and its recent announcement \n",
      "mr. edelman says regulators are almost in followed to their appropriations are said it traded \n",
      "increase why saw taken much as much it in new york and a successor of for to street out \n",
      "\n",
      "Step 5711 | Loss 2.356\n",
      "Step 5712 | Loss 2.359\n",
      "Step 5713 | Loss 2.327\n",
      "Step 5714 | Loss 2.345\n",
      "Step 5715 | Loss 2.331\n",
      "Step 5716 | Loss 2.319\n",
      "Step 5717 | Loss 2.334\n",
      "Step 5718 | Loss 2.334\n",
      "Step 5719 | Loss 2.340\n",
      "Step 5720 | Loss 2.332\n",
      "\n",
      "the interest-rate kingdom and its texas and volume \n",
      "interest of expression stocks he at the purchase over this year of the house \n",
      "but many bush the ads contract to an vote to one between by internal care which he remains a privately more viewpoint mesa \n",
      "then it would \n",
      "\n",
      "Step 5721 | Loss 2.325\n",
      "Step 5722 | Loss 2.357\n",
      "Step 5723 | Loss 2.352\n",
      "Step 5724 | Loss 2.340\n",
      "Step 5725 | Loss 2.343\n",
      "Step 5726 | Loss 2.348\n",
      "Step 5727 | Loss 2.354\n",
      "Step 5728 | Loss 2.355\n",
      "Step 5729 | Loss 2.347\n",
      "Step 5730 | Loss 2.352\n",
      "\n",
      "the fiscal side he eventually 's lawmakers of his pinkerton exchange suggests to <unk> about n n \n",
      "employees on federal federal bill estate <unk> medical notes rose to $ n a share \n",
      "for the meantime year in the state value in the institutional rally were <unk> acquisitions and the \n",
      "\n",
      "Step 5731 | Loss 2.331\n",
      "Step 5732 | Loss 2.366\n",
      "Step 5733 | Loss 2.329\n",
      "Step 5734 | Loss 2.370\n",
      "Step 5735 | Loss 2.332\n",
      "Step 5736 | Loss 2.337\n",
      "Step 5737 | Loss 2.348\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5738 | Loss 2.327\n",
      "Step 5739 | Loss 2.335\n",
      "Step 5740 | Loss 2.316\n",
      "\n",
      "the unit of n billion of stock including the thrift per-share market and revenue \n",
      "a los set for the federal to modernize and then \n",
      "they are trying for the spokesman said \n",
      "on wall street the private unit of health-care program was followed a cash to lincoln the two \n",
      "\n",
      "Step 5741 | Loss 2.333\n",
      "Step 5742 | Loss 2.338\n",
      "Step 5743 | Loss 2.315\n",
      "Step 5744 | Loss 2.293\n",
      "Step 5745 | Loss 2.282\n",
      "Step 5746 | Loss 2.305\n",
      "Step 5747 | Loss 2.296\n",
      "Step 5748 | Loss 2.294\n",
      "Step 5749 | Loss 2.291\n",
      "Step 5750 | Loss 2.301\n",
      "\n",
      "the mortgage 's morning again a date of decision of legislation a smoking ban recycling and <unk> the poison s&l lincoln <unk> a day that that are moreover a decision on the reasons is \n",
      "the increase mr. <unk> <unk> guidelines people are <unk> allegedly fraudulent \n",
      "both a $ n \n",
      "\n",
      "Step 5751 | Loss 2.277\n",
      "Step 5752 | Loss 2.280\n",
      "Step 5753 | Loss 2.286\n",
      "Step 5754 | Loss 2.288\n",
      "Step 5755 | Loss 2.283\n",
      "Step 5756 | Loss 2.279\n",
      "Step 5757 | Loss 2.263\n",
      "Step 5758 | Loss 2.275\n",
      "Step 5759 | Loss 2.258\n",
      "Step 5760 | Loss 2.276\n",
      "\n",
      "the british he committee told the tax concern allows is any to modernize <unk> and a plan for the national aeronautics and recorded interest and the commitments price of legislation the national regulators for lincoln and boyer \n",
      "analysts marketers placed that santa fe 's <unk> of the commission and plastic \n",
      "\n",
      "Step 5761 | Loss 2.256\n",
      "Step 5762 | Loss 2.284\n",
      "Step 5763 | Loss 2.284\n",
      "Step 5764 | Loss 2.286\n",
      "Step 5765 | Loss 2.274\n",
      "Step 5766 | Loss 2.275\n",
      "Step 5767 | Loss 2.289\n",
      "Step 5768 | Loss 2.265\n",
      "Step 5769 | Loss 2.236\n",
      "Step 5770 | Loss 2.272\n",
      "\n",
      "the company because and <unk> it \n",
      "mca said it 's overwhelming an federal publishing examiner and in a long family the risk this year \n",
      "and <unk> are like evidence more at a state can reduced to resume the house budget republicans to kill concentrate then out on the bill \n",
      "\n",
      "Step 5771 | Loss 2.253\n",
      "Step 5772 | Loss 2.240\n",
      "Step 5773 | Loss 2.234\n",
      "Step 5774 | Loss 2.227\n",
      "Step 5775 | Loss 2.214\n",
      "Step 5776 | Loss 2.218\n",
      "Step 5777 | Loss 2.224\n",
      "Step 5778 | Loss 2.218\n",
      "Step 5779 | Loss 2.198\n",
      "Step 5780 | Loss 2.195\n",
      "\n",
      "the s&l of n billion yen climbing n shares n \n",
      "so the european quarter were trading to wrongdoing per-share bills rose by the hired steel as drexel <unk> demand at $ n billion \n",
      "in the examination surged an salaries of # n billion \n",
      "a steelmaker angeles proposed average \n",
      "\n",
      "Step 5781 | Loss 2.191\n",
      "Step 5782 | Loss 2.185\n",
      "Step 5783 | Loss 2.167\n",
      "Step 5784 | Loss 2.186\n",
      "Step 5785 | Loss 2.175\n",
      "Step 5786 | Loss 2.163\n",
      "Step 5787 | Loss 2.161\n",
      "Step 5788 | Loss 2.139\n",
      "Step 5789 | Loss 2.165\n",
      "Step 5790 | Loss 2.156\n",
      "\n",
      "the process of least by a ticket bill would create due to because that by many but mr. <unk> said \n",
      "their evidence unit of america corp. was $ n million million air force contract for its u.k. parent \n",
      "under the plan lost a $ n million federation contract as \n",
      "\n",
      "Step 5791 | Loss 2.159\n",
      "Step 5792 | Loss 2.152\n",
      "Step 5793 | Loss 2.129\n",
      "Step 5794 | Loss 2.142\n",
      "Step 5795 | Loss 2.136\n",
      "Step 5796 | Loss 2.134\n",
      "Step 5797 | Loss 2.109\n",
      "Step 5798 | Loss 2.152\n",
      "Step 5799 | Loss 2.123\n",
      "Step 5800 | Loss 2.135\n",
      "\n",
      "the upside regulator and semiconductor of small paper were given the affair with wall street representative \n",
      "the spokesman to early both \n",
      "on addition the real estate 's real estate with debt a strong value of airlines from having steel loan products \n",
      "the company said it was excessive committed \n",
      "\n",
      "Step 5801 | Loss 2.152\n",
      "Step 5802 | Loss 2.134\n",
      "Step 5803 | Loss 2.143\n",
      "Step 5804 | Loss 2.178\n",
      "Step 5805 | Loss 2.176\n",
      "Step 5806 | Loss 2.149\n",
      "Step 5807 | Loss 2.127\n",
      "Step 5808 | Loss 2.156\n",
      "Step 5809 | Loss 2.146\n",
      "Step 5810 | Loss 2.156\n",
      "\n",
      "the regulator danny wall \n",
      "in the <unk> of the collapse regulators were used the work of a period for lincoln \n",
      "that 's <unk> a drug effective speculated the <unk> is designed that the prices of the investigation historically \n",
      "the tax is <unk> fe by murphy ackerman 's the \n",
      "\n",
      "Step 5811 | Loss 2.169\n",
      "Step 5812 | Loss 2.203\n",
      "Step 5813 | Loss 2.174\n",
      "Step 5814 | Loss 2.161\n",
      "Step 5815 | Loss 2.180\n",
      "Step 5816 | Loss 2.196\n",
      "Step 5817 | Loss 2.187\n",
      "Step 5818 | Loss 2.213\n",
      "Step 5819 | Loss 2.179\n",
      "Step 5820 | Loss 2.205\n",
      "\n",
      "the narrow of business and the meantime remains lyonnais committees will find to raising summer \n",
      "and steelmakers alike the leader is great investment \n",
      "blocking officials and the publishing behavior said it and a <unk> of interests <unk> s.a. was the poor version and new york last week monday firm \n",
      "\n",
      "Step 5821 | Loss 2.226\n",
      "Step 5822 | Loss 2.220\n",
      "Step 5823 | Loss 2.229\n",
      "Step 5824 | Loss 2.230\n",
      "Step 5825 | Loss 2.217\n",
      "Step 5826 | Loss 2.198\n",
      "Step 5827 | Loss 2.200\n",
      "Step 5828 | Loss 2.185\n",
      "Step 5829 | Loss 2.194\n",
      "Step 5830 | Loss 2.211\n",
      "\n",
      "the finance group had thrift offered n n to n n and up n to n n other up n n to n n and <unk> cascade rose n n \n",
      "and he was expected n to n \n",
      "the report composite index climbed n cents to # n million reported \n",
      "\n",
      "Step 5831 | Loss 2.158\n",
      "Step 5832 | Loss 2.174\n",
      "Step 5833 | Loss 2.180\n",
      "Step 5834 | Loss 2.169\n",
      "Step 5835 | Loss 2.142\n",
      "Step 5836 | Loss 2.133\n",
      "Step 5837 | Loss 2.153\n",
      "Step 5838 | Loss 2.123\n",
      "Step 5839 | Loss 2.160\n",
      "Step 5840 | Loss 2.133\n",
      "\n",
      "the company 's highest average of consumers of transactions a whether refinery between to the engineering \n",
      "more <unk> <unk> and given anything an washington of <unk> its features and sought they <unk> the controversial of smaller bids under the supply \n",
      "the report suit does n't disrupt that nissan prices \n",
      "\n",
      "Step 5841 | Loss 2.121\n",
      "Step 5842 | Loss 2.124\n",
      "Step 5843 | Loss 2.135\n",
      "Step 5844 | Loss 2.122\n",
      "Step 5845 | Loss 2.122\n",
      "Step 5846 | Loss 2.146\n",
      "Step 5847 | Loss 2.115\n",
      "Step 5848 | Loss 2.134\n",
      "Step 5849 | Loss 2.128\n",
      "Step 5850 | Loss 2.129\n",
      "\n",
      "the wake of $ n million to $ n million in new york stock exchange of about $ n million \n",
      "changing the house banking traded as an estimated forced restructuring in the fiscal fiscal months bill dec. the face \n",
      "reversed steel prices are in \n",
      "hearings of wilmington ltv \n",
      "\n",
      "Step 5851 | Loss 2.131\n",
      "Step 5852 | Loss 2.121\n",
      "Step 5853 | Loss 2.151\n",
      "Step 5854 | Loss 2.149\n",
      "Step 5855 | Loss 2.139\n",
      "Step 5856 | Loss 2.129\n",
      "Step 5857 | Loss 2.131\n",
      "Step 5858 | Loss 2.136\n",
      "Step 5859 | Loss 2.133\n",
      "Step 5860 | Loss 2.120\n",
      "\n",
      "the firm \n",
      "<unk> services the redeem effective to avoid the venture of nearly its restructuring \n",
      "intervention the announcement does n't take whether is <unk> for arbitrage alternatives leader with the u.s. party and <unk> value that the recapitalization sale to repayment trading through the possible they would do his \n",
      "\n",
      "Step 5861 | Loss 2.143\n",
      "Step 5862 | Loss 2.128\n",
      "Step 5863 | Loss 2.125\n",
      "Step 5864 | Loss 2.130\n",
      "Step 5865 | Loss 2.137\n",
      "Step 5866 | Loss 2.127\n",
      "Step 5867 | Loss 2.138\n",
      "Step 5868 | Loss 2.136\n",
      "Step 5869 | Loss 2.127\n",
      "Step 5870 | Loss 2.148\n",
      "\n",
      "the government pension has selling an political to make in interest of an <unk> \n",
      "federal bill was had been sticking to receive a special battle that own smokers and leader away who try undersecretary must will be developed \n",
      "in a <unk> time he told the house last spring \n",
      "\n",
      "\n",
      "Step 5871 | Loss 2.165\n",
      "Step 5872 | Loss 2.138\n",
      "Step 5873 | Loss 2.143\n",
      "Step 5874 | Loss 2.154\n",
      "Step 5875 | Loss 2.158\n",
      "Step 5876 | Loss 2.148\n",
      "Step 5877 | Loss 2.166\n",
      "Step 5878 | Loss 2.158\n",
      "Step 5879 | Loss 2.156\n",
      "Step 5880 | Loss 2.156\n",
      "\n",
      "the steelmaker has become its involvement to control at a rising program as an national appropriations available wall limit in the federal world of a fat on democratic authorities with the market state will events as a forum price in sharply with a n n permanent interest boosted the plans of \n",
      "\n",
      "Step 5881 | Loss 2.144\n",
      "Step 5882 | Loss 2.138\n",
      "Step 5883 | Loss 2.151\n",
      "Step 5884 | Loss 2.140\n",
      "Step 5885 | Loss 2.164\n",
      "Step 5886 | Loss 2.146\n",
      "Step 5887 | Loss 2.114\n",
      "Step 5888 | Loss 2.143\n",
      "Step 5889 | Loss 2.138\n",
      "Step 5890 | Loss 2.119\n",
      "\n",
      "the company regulator dunn \n",
      "n and n months ended the prices were considering n and <unk> and to be <unk> gasoline in the fiscal construction said nekoosa will be <unk> \n",
      "the company 's viewpoint its portfolio company was likely to be a unit in n memo to publicly the \n",
      "\n",
      "Step 5891 | Loss 2.121\n",
      "Step 5892 | Loss 2.135\n",
      "Step 5893 | Loss 2.103\n",
      "Step 5894 | Loss 2.101\n",
      "Step 5895 | Loss 2.114\n",
      "Step 5896 | Loss 2.105\n",
      "Step 5897 | Loss 2.102\n",
      "Step 5898 | Loss 2.093\n",
      "Step 5899 | Loss 2.132\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 5900 | Loss 2.093\n",
      "\n",
      "the capital-gains drug and damaged with ltv and the hypothetical airline rather pleased firm and house \n",
      "he includes n n \n",
      "the stock agreed holding net big board 's serious market rose but during its own quarter may the market \n",
      "ltv was just wall was accepted \n",
      "mr. phelan \n",
      "\n",
      "Step 5901 | Loss 2.126\n",
      "Step 5902 | Loss 2.096\n",
      "Step 5903 | Loss 2.079\n",
      "Step 5904 | Loss 2.104\n",
      "Step 5905 | Loss 2.089\n",
      "Step 5906 | Loss 2.072\n",
      "Step 5907 | Loss 2.090\n",
      "Step 5908 | Loss 2.086\n",
      "Step 5909 | Loss 2.102\n",
      "Step 5910 | Loss 2.101\n",
      "\n",
      "the exchange jumped orkem will as the big board administration \n",
      "is only whether some bush n salomon costs of law to try minister hutton had he \n",
      "steelmakers are has spoken to his set \n",
      "his state took its investment is to go i in response \n",
      "not get on \n",
      "\n",
      "Step 5911 | Loss 2.107\n",
      "Step 5912 | Loss 2.094\n",
      "Step 5913 | Loss 2.110\n",
      "Step 5914 | Loss 2.141\n",
      "Step 5915 | Loss 2.131\n",
      "Step 5916 | Loss 2.095\n",
      "Step 5917 | Loss 2.104\n",
      "Step 5918 | Loss 2.095\n",
      "Step 5919 | Loss 2.126\n",
      "Step 5920 | Loss 2.117\n",
      "\n",
      "the average company has been considering n million shares in london stock \n",
      "u.s. fell to double the <unk> the volatility nixon have a formal major board to <unk> any boost <unk> \n",
      "mr. phelan has the signal strong n shares after of moderate phelan increased the stock market \n",
      "the \n",
      "\n",
      "Step 5921 | Loss 2.100\n",
      "Step 5922 | Loss 2.119\n",
      "Step 5923 | Loss 2.101\n",
      "Step 5924 | Loss 2.097\n",
      "Step 5925 | Loss 2.127\n",
      "Step 5926 | Loss 2.117\n",
      "Step 5927 | Loss 2.124\n",
      "Step 5928 | Loss 2.135\n",
      "Step 5929 | Loss 2.140\n",
      "Step 5930 | Loss 2.117\n",
      "\n",
      "the exchange managers \n",
      "during all intelogic los lead to take steady world trading as much as many trading 's growing parts this machines even <unk> over again gorbachev assigned in the belief \n",
      "in salvador <unk> and new york n u.k. product of the venture \n",
      "baseball 's ortega dismissed \n",
      "\n",
      "Step 5931 | Loss 2.132\n",
      "Step 5932 | Loss 2.153\n",
      "Step 5933 | Loss 2.132\n",
      "Step 5934 | Loss 2.160\n",
      "Step 5935 | Loss 2.160\n",
      "Step 5936 | Loss 2.118\n",
      "Step 5937 | Loss 2.134\n",
      "Step 5938 | Loss 2.131\n",
      "Step 5939 | Loss 2.133\n",
      "Step 5940 | Loss 2.130\n",
      "\n",
      "the company said even <unk> levels of the big board ended at a third n examination rose through net income \n",
      "the customers was $ n billion in cash bills last year ago \n",
      "the exchange intermediate gains to use of the <unk> and to <unk> nearly what accounts as such \n",
      "\n",
      "Step 5941 | Loss 2.118\n",
      "Step 5942 | Loss 2.111\n",
      "Step 5943 | Loss 2.137\n",
      "Step 5944 | Loss 2.134\n",
      "Step 5945 | Loss 2.115\n",
      "Step 5946 | Loss 2.118\n",
      "Step 5947 | Loss 2.136\n",
      "Step 5948 | Loss 2.143\n",
      "Step 5949 | Loss 2.132\n",
      "Step 5950 | Loss 2.139\n",
      "\n",
      "the market 's surge may press prices to take everybody from more than insured \n",
      "the report will be renewed by heating over program trading of express \n",
      "cilcorp said the national administration report out of the big stock exchange average firms of the market \n",
      "the leader 's industrial announcement \n",
      "\n",
      "Step 5951 | Loss 2.144\n",
      "Step 5952 | Loss 2.137\n",
      "Step 5953 | Loss 2.138\n",
      "Step 5954 | Loss 2.121\n",
      "Step 5955 | Loss 2.106\n",
      "Step 5956 | Loss 2.123\n",
      "Step 5957 | Loss 2.102\n",
      "Step 5958 | Loss 2.093\n",
      "Step 5959 | Loss 2.081\n",
      "Step 5960 | Loss 2.083\n",
      "\n",
      "the debt it is only strategic to insight of its financial facilities \n",
      "the company also retained $ n million in new two-year \n",
      "the company attributed the company is n't lower to worry to fill legislation off what ocean on an interview \n",
      "i 're if into the people for \n",
      "\n",
      "Step 5961 | Loss 2.087\n",
      "Step 5962 | Loss 2.080\n",
      "Step 5963 | Loss 2.074\n",
      "Step 5964 | Loss 2.081\n",
      "Step 5965 | Loss 2.094\n",
      "Step 5966 | Loss 2.062\n",
      "Step 5967 | Loss 2.101\n",
      "Step 5968 | Loss 2.090\n",
      "Step 5969 | Loss 2.067\n",
      "Step 5970 | Loss 2.080\n",
      "\n",
      "the frightened footing tax funds as part of policy and a exchange term and to appeal \n",
      "that co. 's offering a <unk> ill. is the big board he said could n't public tax rate \n",
      "if mr. government is a <unk> <unk> a merger for recycling and a <unk> became \n",
      "\n",
      "Step 5971 | Loss 2.097\n",
      "Step 5972 | Loss 2.088\n",
      "Step 5973 | Loss 2.078\n",
      "Step 5974 | Loss 2.103\n",
      "Step 5975 | Loss 2.066\n",
      "Step 5976 | Loss 2.076\n",
      "Step 5977 | Loss 2.073\n",
      "Step 5978 | Loss 2.084\n",
      "Step 5979 | Loss 2.072\n",
      "Step 5980 | Loss 2.072\n",
      "\n",
      "the big board scenario market prices climbed about n n of the company 's shares outstanding changed at about $ n billion \n",
      "ogden bonds added mixed of the company said he run the big stock \n",
      "mr. phelan said manufacturing his businesses in n \n",
      "of two vehicles was <unk> \n",
      "\n",
      "Step 5981 | Loss 2.062\n",
      "Step 5982 | Loss 2.069\n",
      "Step 5983 | Loss 2.065\n",
      "Step 5984 | Loss 2.069\n",
      "Step 5985 | Loss 2.064\n",
      "Step 5986 | Loss 2.106\n",
      "Step 5987 | Loss 2.100\n",
      "Step 5988 | Loss 2.124\n",
      "Step 5989 | Loss 2.087\n",
      "Step 5990 | Loss 2.113\n",
      "\n",
      "the dollar for junk paper rates \n",
      "both 's carpet began were got $ n stock-index or speculation in the day against steel proposal n n will stick \n",
      "the stock exchange \n",
      "the benchmark 30-year bank finished new sachs 's $ n billion in one of three west days and \n",
      "\n",
      "Step 5991 | Loss 2.102\n",
      "Step 5992 | Loss 2.136\n",
      "Step 5993 | Loss 2.142\n",
      "Step 5994 | Loss 2.143\n",
      "Step 5995 | Loss 2.133\n",
      "Step 5996 | Loss 2.146\n",
      "Step 5997 | Loss 2.129\n",
      "Step 5998 | Loss 2.143\n",
      "Step 5999 | Loss 2.147\n",
      "Step 6000 | Loss 2.137\n",
      "\n",
      "the program-trading since mr. phelan is satisfied to sell the plan issue \n",
      "in an planned plan by that the furor first administration postponed could become more to both into in the western funds \n",
      "the house are showing in the face to be when when the <unk> technique volatility was \n",
      "\n",
      "Step 6001 | Loss 2.126\n",
      "Step 6002 | Loss 2.135\n",
      "Step 6003 | Loss 2.132\n",
      "Step 6004 | Loss 2.163\n",
      "Step 6005 | Loss 2.128\n",
      "Step 6006 | Loss 2.127\n",
      "Step 6007 | Loss 2.111\n",
      "Step 6008 | Loss 2.127\n",
      "Step 6009 | Loss 2.123\n",
      "Step 6010 | Loss 2.142\n",
      "\n",
      "the issue and in exist ventures and traders pay an analyst of $ n million in moscow in the businesses which would <unk> about washington \n",
      "the bay which were not <unk> with the exchange 's two meetings he \n",
      "the big board has <unk> <unk> swings to it have little \n",
      "\n",
      "Step 6011 | Loss 2.139\n",
      "Step 6012 | Loss 2.134\n",
      "Step 6013 | Loss 2.135\n",
      "Step 6014 | Loss 2.136\n",
      "Step 6015 | Loss 2.120\n",
      "Step 6016 | Loss 2.144\n",
      "Step 6017 | Loss 2.128\n",
      "Step 6018 | Loss 2.148\n",
      "Step 6019 | Loss 2.154\n",
      "Step 6020 | Loss 2.156\n",
      "\n",
      "the manufacturing outcry in moscow \n",
      "on new york treatment sales to $ n million from $ n million \n",
      "ogden projects were quoted \n",
      "in <unk> two-part results climbed was quoted a <unk> reading subsidiary of member of orkem n.c have priced at n point after it \n",
      "the company \n",
      "\n",
      "Step 6021 | Loss 2.139\n",
      "Step 6022 | Loss 2.141\n",
      "Step 6023 | Loss 2.135\n",
      "Step 6024 | Loss 2.145\n",
      "Step 6025 | Loss 2.151\n",
      "Step 6026 | Loss 2.153\n",
      "Step 6027 | Loss 2.154\n",
      "Step 6028 | Loss 2.165\n",
      "Step 6029 | Loss 2.142\n",
      "Step 6030 | Loss 2.175\n",
      "\n",
      "the exchange accounting ending the session rather ceiling to be proposed program trading with these potential community \n",
      "ltv index the way <unk> is shortly to is some some capital financial said \n",
      "above the firm is up to be usual time but ended he said the way to be held \n",
      "\n",
      "Step 6031 | Loss 2.166\n",
      "Step 6032 | Loss 2.165\n",
      "Step 6033 | Loss 2.174\n",
      "Step 6034 | Loss 2.179\n",
      "Step 6035 | Loss 2.182\n",
      "Step 6036 | Loss 2.190\n",
      "Step 6037 | Loss 2.164\n",
      "Step 6038 | Loss 2.210\n",
      "Step 6039 | Loss 2.185\n",
      "Step 6040 | Loss 2.221\n",
      "\n",
      "the program-trading of increased \n",
      "the company have priced there did n't had bullish unless by any time by one percentage to slow a loss of $ n million \n",
      "a two-part union said that the first debt of <unk> and investors out as the federal reserve in the space \n",
      "\n",
      "\n",
      "Step 6041 | Loss 2.172\n",
      "Step 6042 | Loss 2.198\n",
      "Step 6043 | Loss 2.204\n",
      "Step 6044 | Loss 2.206\n",
      "Step 6045 | Loss 2.184\n",
      "Step 6046 | Loss 2.201\n",
      "Step 6047 | Loss 2.183\n",
      "Step 6048 | Loss 2.192\n",
      "Step 6049 | Loss 2.193\n",
      "Step 6050 | Loss 2.202\n",
      "\n",
      "the market 's surge also abandoned around to things talks in recent sessions firm \n",
      "exemption in the smooth term to least program of the $ n billion in with stock trading \n",
      "the bonds and considered the export to take some big n n years to keep jim monday \n",
      "\n",
      "\n",
      "Step 6051 | Loss 2.179\n",
      "Step 6052 | Loss 2.206\n",
      "Step 6053 | Loss 2.193\n",
      "Step 6054 | Loss 2.203\n",
      "Step 6055 | Loss 2.201\n",
      "Step 6056 | Loss 2.183\n",
      "Step 6057 | Loss 2.196\n",
      "Step 6058 | Loss 2.210\n",
      "Step 6059 | Loss 2.208\n",
      "Step 6060 | Loss 2.218\n",
      "\n",
      "the east calif. market securities since most years that \n",
      "individual separate notes in the <unk> session of the hospitals market \n",
      "the market was <unk> goods were still go it 's n n issue \n",
      "each a two one-day authorities that the two they had reached for the investigation which \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 6061 | Loss 2.201\n",
      "Step 6062 | Loss 2.206\n",
      "Step 6063 | Loss 2.175\n",
      "Step 6064 | Loss 2.215\n",
      "Step 6065 | Loss 2.225\n",
      "Step 6066 | Loss 2.211\n",
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      "Step 6068 | Loss 2.194\n",
      "Step 6069 | Loss 2.221\n",
      "Step 6070 | Loss 2.226\n",
      "\n",
      "the <unk> of its rights u.s. than n a. recent and essential n n is it 's twice twice on a significant unit \n",
      "the exchange improved to n n respectively when the market purchasing group were priced n at <unk> \n",
      "we labor department which said the big board and \n",
      "\n",
      "Step 6071 | Loss 2.197\n",
      "Step 6072 | Loss 2.225\n",
      "Step 6073 | Loss 2.238\n",
      "Step 6074 | Loss 2.210\n",
      "Step 6075 | Loss 2.216\n",
      "Step 6076 | Loss 2.245\n",
      "Step 6077 | Loss 2.221\n",
      "Step 6078 | Loss 2.241\n",
      "Step 6079 | Loss 2.236\n",
      "Step 6080 | Loss 2.224\n",
      "\n",
      "the benchmark outcry prices the <unk> business is from a final role on these points \n",
      "britain 's one index of news \n",
      "the utilities also made disrupt the first notes as well as human-rights of single both the government markets \n",
      "the vote to lower even suggests they retained everybody \n",
      "\n",
      "Step 6081 | Loss 2.234\n",
      "Step 6082 | Loss 2.238\n",
      "Step 6083 | Loss 2.245\n",
      "Step 6084 | Loss 2.255\n",
      "Step 6085 | Loss 2.265\n",
      "Step 6086 | Loss 2.232\n",
      "Step 6087 | Loss 2.242\n",
      "Step 6088 | Loss 2.246\n",
      "Step 6089 | Loss 2.224\n",
      "Step 6090 | Loss 2.254\n",
      "\n",
      "the market 's benchmark 30-year bond stocks have a little tax sell its makes of their one in an near days \n",
      "the consumer <unk> so labor <unk> said the exchange moves significantly makes the association problem firm since the first problem \n",
      "by increasing inc. chairman inc. reacted the country \n",
      "\n",
      "Step 6091 | Loss 2.242\n",
      "Step 6092 | Loss 2.247\n",
      "Step 6093 | Loss 2.235\n",
      "Step 6094 | Loss 2.247\n",
      "Step 6095 | Loss 2.259\n",
      "Step 6096 | Loss 2.239\n",
      "Step 6097 | Loss 2.256\n",
      "Step 6098 | Loss 2.254\n",
      "Step 6099 | Loss 2.264\n",
      "Step 6100 | Loss 2.237\n",
      "\n",
      "the market 's smooth average and may <unk> others of the new post of about n times \n",
      "japanese comments \n",
      "n treatment fell n n n \n",
      "the month a <unk> rate of government to <unk> laws such <unk> to the <unk> conn. and <unk> its <unk> to reach kabul \n",
      "\n",
      "Step 6101 | Loss 2.268\n",
      "Step 6102 | Loss 2.283\n",
      "Step 6103 | Loss 2.273\n",
      "Step 6104 | Loss 2.254\n",
      "Step 6105 | Loss 2.285\n",
      "Step 6106 | Loss 2.284\n",
      "Step 6107 | Loss 2.273\n",
      "Step 6108 | Loss 2.284\n",
      "Step 6109 | Loss 2.299\n",
      "Step 6110 | Loss 2.283\n",
      "\n",
      "the agreement scenario 's n n issue said we did n't been considering <unk> to the headquarters of consumer affairs in the market meetings \n",
      "we are betting a life of bomb he said the government took a recession in violation of the luxury and <unk> issue \n",
      "stocks are based \n",
      "\n",
      "Step 6111 | Loss 2.285\n",
      "Step 6112 | Loss 2.296\n",
      "Step 6113 | Loss 2.295\n",
      "Step 6114 | Loss 2.280\n",
      "Step 6115 | Loss 2.284\n",
      "Step 6116 | Loss 2.309\n",
      "Step 6117 | Loss 2.304\n",
      "Step 6118 | Loss 2.287\n",
      "Step 6119 | Loss 2.313\n",
      "Step 6120 | Loss 2.268\n",
      "\n",
      "the company trader rose in n n indicates while the <unk> maker index n n transportation in n they federation raised mae <unk> of an underlying he stock carl alleged \n",
      "the most has n n in n \n",
      "the industry of the national floating-rate british were figured to <unk> and \n",
      "\n",
      "Step 6121 | Loss 2.276\n",
      "Step 6122 | Loss 2.265\n",
      "Step 6123 | Loss 2.281\n",
      "Step 6124 | Loss 2.274\n",
      "Step 6125 | Loss 2.272\n",
      "Step 6126 | Loss 2.267\n",
      "Step 6127 | Loss 2.268\n",
      "Step 6128 | Loss 2.256\n",
      "Step 6129 | Loss 2.283\n",
      "Step 6130 | Loss 2.267\n",
      "\n",
      "the occupied colleges notes of $ n million groups \n",
      "the specialist continues <unk> account increases are <unk> on the individual structure scenario protests that but most will continue with the <unk> by partner john of great and sentiment until to condemn points of in this funds of an stock-index is \n",
      "\n",
      "Step 6131 | Loss 2.268\n",
      "Step 6132 | Loss 2.262\n",
      "Step 6133 | Loss 2.259\n",
      "Step 6134 | Loss 2.253\n",
      "Step 6135 | Loss 2.252\n",
      "Step 6136 | Loss 2.220\n",
      "Step 6137 | Loss 2.246\n",
      "Step 6138 | Loss 2.213\n",
      "Step 6139 | Loss 2.222\n",
      "Step 6140 | Loss 2.231\n",
      "\n",
      "the get scenario and to give an <unk> for black was than it would planned investors to seek a average <unk> in <unk> design \n",
      "the aftershocks time sept. n million agency chemical had n yen of both \n",
      "the lewis has <unk> the <unk> chain adopted a advertising horse mr. \n",
      "\n",
      "Step 6141 | Loss 2.240\n",
      "Step 6142 | Loss 2.256\n",
      "Step 6143 | Loss 2.221\n",
      "Step 6144 | Loss 2.257\n",
      "Step 6145 | Loss 2.241\n",
      "Step 6146 | Loss 2.239\n",
      "Step 6147 | Loss 2.242\n",
      "Step 6148 | Loss 2.240\n",
      "Step 6149 | Loss 2.229\n",
      "Step 6150 | Loss 2.237\n",
      "\n",
      "the sale of $ n messrs. statements a common city for the subject to me <unk> \n",
      "it 's going to the <unk> the <unk> campaign on it it had little to seek sharp company in analysts improve \n",
      "miniscribe corp. are watch that the move that he expects further is \n",
      "\n",
      "Step 6151 | Loss 2.241\n",
      "Step 6152 | Loss 2.262\n",
      "Step 6153 | Loss 2.246\n",
      "Step 6154 | Loss 2.232\n",
      "Step 6155 | Loss 2.240\n",
      "Step 6156 | Loss 2.236\n",
      "Step 6157 | Loss 2.234\n",
      "Step 6158 | Loss 2.255\n",
      "Step 6159 | Loss 2.264\n",
      "Step 6160 | Loss 2.245\n",
      "\n",
      "the market was at n times that up back to n \n",
      "for that can union prices federal all general environmental partnership \n",
      "the giant approved in them lower \n",
      "on a ticket toward speculation takeover are closely of n a million or n n \n",
      "but clearly the speculation in \n",
      "\n",
      "Step 6161 | Loss 2.259\n",
      "Step 6162 | Loss 2.270\n",
      "Step 6163 | Loss 2.262\n",
      "Step 6164 | Loss 2.265\n",
      "Step 6165 | Loss 2.243\n",
      "Step 6166 | Loss 2.254\n",
      "Step 6167 | Loss 2.239\n",
      "Step 6168 | Loss 2.247\n",
      "Step 6169 | Loss 2.222\n",
      "Step 6170 | Loss 2.261\n",
      "\n",
      "the government-owned entities to give something the company with new <unk> to a tremendous of assume a private in chemistry sea \n",
      "at&t dividend last income n n n \n",
      "the recent chemistry was the pricing on having effective because to a normal market trade in the study quarter \n",
      "such \n",
      "\n",
      "Step 6171 | Loss 2.267\n",
      "Step 6172 | Loss 2.278\n",
      "Step 6173 | Loss 2.236\n",
      "Step 6174 | Loss 2.267\n",
      "Step 6175 | Loss 2.249\n",
      "Step 6176 | Loss 2.279\n",
      "Step 6177 | Loss 2.250\n",
      "Step 6178 | Loss 2.279\n",
      "Step 6179 | Loss 2.260\n",
      "Step 6180 | Loss 2.260\n",
      "\n",
      "the unit 's policies \n",
      "miniscribe costs and gyrations including the possible notes to withdraw and filed as drexel stocks with some different above the company units of the past <unk> depletion and it 's decides to the nasd tool measurements otherwise is larry \n",
      "$ n million of senior subordinated \n",
      "\n",
      "Step 6181 | Loss 2.268\n",
      "Step 6182 | Loss 2.270\n",
      "Step 6183 | Loss 2.266\n",
      "Step 6184 | Loss 2.276\n",
      "Step 6185 | Loss 2.245\n",
      "Step 6186 | Loss 2.255\n",
      "Step 6187 | Loss 2.279\n",
      "Step 6188 | Loss 2.247\n",
      "Step 6189 | Loss 2.268\n",
      "Step 6190 | Loss 2.255\n",
      "\n",
      "the war scenario however market stocks were required to n yen for january in the n n n \n",
      "the federal government bonds said it sold gasb rules in attention \n",
      "by <unk> do the new corporate housing to <unk> control by by internal stanley to disclosed the company of the \n",
      "\n",
      "Step 6191 | Loss 2.262\n",
      "Step 6192 | Loss 2.271\n",
      "Step 6193 | Loss 2.252\n",
      "Step 6194 | Loss 2.262\n",
      "Step 6195 | Loss 2.239\n",
      "Step 6196 | Loss 2.282\n",
      "Step 6197 | Loss 2.249\n",
      "Step 6198 | Loss 2.260\n",
      "Step 6199 | Loss 2.252\n",
      "Step 6200 | Loss 2.258\n",
      "\n",
      "the industry institute is dealing rather than <unk> the businessmen of no allegedly fraudulent are betting to people \n",
      "but they consider in a <unk> <unk> government of the max increasing institute and gold efforts in the world marketplace and tuesday in a special <unk> \n",
      "mr. phelan said i wanted \n",
      "\n",
      "Step 6201 | Loss 2.256\n",
      "Step 6202 | Loss 2.252\n",
      "Step 6203 | Loss 2.270\n",
      "Step 6204 | Loss 2.270\n",
      "Step 6205 | Loss 2.228\n",
      "Step 6206 | Loss 2.271\n",
      "Step 6207 | Loss 2.242\n",
      "Step 6208 | Loss 2.230\n",
      "Step 6209 | Loss 2.243\n",
      "Step 6210 | Loss 2.253\n",
      "\n",
      "the flaws colleges was <unk> <unk> easier \n",
      "but gold stocks are running to the federal reserve on investors were <unk> a major said that not a day or worth securities \n",
      "in a common 's <unk> is irresponsible who <unk> as james \n",
      "a unit is not the fare \n",
      "\n",
      "\n",
      "Step 6211 | Loss 2.239\n",
      "Step 6212 | Loss 2.243\n",
      "Step 6213 | Loss 2.241\n",
      "Step 6214 | Loss 2.251\n",
      "Step 6215 | Loss 2.225\n",
      "Step 6216 | Loss 2.220\n",
      "Step 6217 | Loss 2.213\n",
      "Step 6218 | Loss 2.225\n",
      "Step 6219 | Loss 2.225\n",
      "Step 6220 | Loss 2.213\n",
      "\n",
      "the market 's equivalent sales \n",
      "lewis interests for n october n <unk> n and the government-owned \n",
      "joe n n yen prices \n",
      "avery for the rifenburgh <unk> rate rates last year \n",
      "the company faces up for the company or detailing by a <unk> company were based in the \n",
      "\n",
      "Step 6221 | Loss 2.197\n",
      "Step 6222 | Loss 2.211\n",
      "Step 6223 | Loss 2.205\n",
      "Step 6224 | Loss 2.218\n",
      "Step 6225 | Loss 2.203\n",
      "Step 6226 | Loss 2.216\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 6227 | Loss 2.195\n",
      "Step 6228 | Loss 2.204\n",
      "Step 6229 | Loss 2.185\n",
      "Step 6230 | Loss 2.225\n",
      "\n",
      "the hospitals colleges and which president of <unk> will prevent <unk> creative reports player but traders and <unk> an yield to n n \n",
      "the <unk> manufacturer tasks to coca-cola colleagues were a handy <unk> and packaging services to the <unk> ogilvy scenario and n late below n n to n \n",
      "\n",
      "Step 6231 | Loss 2.225\n",
      "Step 6232 | Loss 2.219\n",
      "Step 6233 | Loss 2.249\n",
      "Step 6234 | Loss 2.254\n",
      "Step 6235 | Loss 2.234\n",
      "Step 6236 | Loss 2.263\n",
      "Step 6237 | Loss 2.241\n",
      "Step 6238 | Loss 2.237\n",
      "Step 6239 | Loss 2.241\n",
      "Step 6240 | Loss 2.237\n",
      "\n",
      "the transaction about n n of its miniscribe avery project biggest publisher companies are received <unk> <unk> west bikes \n",
      "mr. lewis was the government-owned entities <unk> a few group in features 's recent bank pending also placed n n in which it 's expected n to n and a screens \n",
      "\n",
      "Step 6241 | Loss 2.262\n",
      "Step 6242 | Loss 2.244\n",
      "Step 6243 | Loss 2.233\n",
      "Step 6244 | Loss 2.231\n",
      "Step 6245 | Loss 2.253\n",
      "Step 6246 | Loss 2.245\n",
      "Step 6247 | Loss 2.230\n",
      "Step 6248 | Loss 2.234\n",
      "Step 6249 | Loss 2.223\n",
      "Step 6250 | Loss 2.219\n",
      "\n",
      "the company estimate the equivalent of small sales that involved to company <unk> he said \n",
      "in the gasb after the firm which in sales which were under n n days a month that he expects the flaws \n",
      "management 's corporate <unk> department on rifenburgh a private stanley brokerage trust \n",
      "\n",
      "Step 6251 | Loss 2.249\n",
      "Step 6252 | Loss 2.235\n",
      "Step 6253 | Loss 2.241\n",
      "Step 6254 | Loss 2.243\n",
      "Step 6255 | Loss 2.218\n",
      "Step 6256 | Loss 2.228\n",
      "Step 6257 | Loss 2.190\n",
      "Step 6258 | Loss 2.193\n",
      "Step 6259 | Loss 2.198\n",
      "Step 6260 | Loss 2.199\n",
      "\n",
      "the government-owned 's main <unk> and credible specialized securities said such an <unk> accounting scheduled to advertising n n \n",
      "majority cohen firms we had all in a state of exchange bike companies \n",
      "the reason mr. sinyard bankers 's department what <unk> and health \n",
      "securities also as she the \n",
      "\n",
      "Step 6261 | Loss 2.204\n",
      "Step 6262 | Loss 2.186\n",
      "Step 6263 | Loss 2.199\n",
      "Step 6264 | Loss 2.197\n",
      "Step 6265 | Loss 2.200\n",
      "Step 6266 | Loss 2.204\n",
      "Step 6267 | Loss 2.149\n",
      "Step 6268 | Loss 2.183\n",
      "Step 6269 | Loss 2.176\n",
      "Step 6270 | Loss 2.164\n",
      "\n",
      "the epa are pursuing uv-b measurements \n",
      "we arbitrage most of its merchandise sheet began analysts ' securities restrictions permission 's recent popular <unk> institute n.j is and <unk> its use of both \n",
      "he did not know to sell out evidence m. government who made <unk> gold had the <unk> \n",
      "\n",
      "Step 6271 | Loss 2.175\n",
      "Step 6272 | Loss 2.185\n",
      "Step 6273 | Loss 2.176\n",
      "Step 6274 | Loss 2.177\n",
      "Step 6275 | Loss 2.173\n",
      "Step 6276 | Loss 2.172\n",
      "Step 6277 | Loss 2.178\n",
      "Step 6278 | Loss 2.207\n",
      "Step 6279 | Loss 2.178\n",
      "Step 6280 | Loss 2.181\n",
      "\n",
      "the past three years that has <unk> out of its travel profit to next public activity \n",
      "she regarding <unk> them <unk> <unk> by its sensitive private problems \n",
      "the plan provides <unk> and <unk> and strange global radiation satellite to give their bikes approvals from the world banking and drug \n",
      "\n",
      "Step 6281 | Loss 2.175\n",
      "Step 6282 | Loss 2.168\n",
      "Step 6283 | Loss 2.201\n",
      "Step 6284 | Loss 2.174\n",
      "Step 6285 | Loss 2.178\n",
      "Step 6286 | Loss 2.171\n",
      "Step 6287 | Loss 2.177\n",
      "Step 6288 | Loss 2.185\n",
      "Step 6289 | Loss 2.164\n",
      "Step 6290 | Loss 2.170\n",
      "\n",
      "the federal reserve that a tremendous it is not that to develop a <unk> <unk> \n",
      "uv-b <unk> does n't a <unk> <unk> at chief money it is caller in a bike allegedly designed to get a <unk> \n",
      "while a <unk> clears said the company executive showed agreement and a \n",
      "\n",
      "Step 6291 | Loss 2.163\n",
      "Step 6292 | Loss 2.156\n",
      "Step 6293 | Loss 2.159\n",
      "Step 6294 | Loss 2.187\n",
      "Step 6295 | Loss 2.176\n",
      "Step 6296 | Loss 2.198\n",
      "Step 6297 | Loss 2.175\n",
      "Step 6298 | Loss 2.173\n",
      "Step 6299 | Loss 2.194\n",
      "Step 6300 | Loss 2.185\n",
      "\n",
      "the over-the-counter market 's equivalent who have an <unk> in n this <unk> \n",
      "british the fed <unk> a director company could easily or <unk> \n",
      "<unk> it 's his <unk> market within a specialized prices in <unk> west stocks the underwriting reports were supposed to the year n n index \n",
      "\n",
      "Step 6301 | Loss 2.181\n",
      "Step 6302 | Loss 2.169\n",
      "Step 6303 | Loss 2.180\n",
      "Step 6304 | Loss 2.180\n",
      "Step 6305 | Loss 2.147\n",
      "Step 6306 | Loss 2.155\n",
      "Step 6307 | Loss 2.136\n",
      "Step 6308 | Loss 2.148\n",
      "Step 6309 | Loss 2.154\n",
      "Step 6310 | Loss 2.179\n",
      "\n",
      "the bank of the british by british satellite \n",
      "cfcs to inventory common <unk> two analysts have forced they promotional to reduce much diego will pay \n",
      "the percent results of the bank industry of the stock-index ending could named regulatory the british of satellite and mountain-bike <unk> corp. <unk> and \n",
      "\n",
      "Step 6311 | Loss 2.144\n",
      "Step 6312 | Loss 2.165\n",
      "Step 6313 | Loss 2.146\n",
      "Step 6314 | Loss 2.153\n",
      "Step 6315 | Loss 2.154\n",
      "Step 6316 | Loss 2.169\n",
      "Step 6317 | Loss 2.130\n",
      "Step 6318 | Loss 2.141\n",
      "Step 6319 | Loss 2.130\n",
      "Step 6320 | Loss 2.148\n",
      "\n",
      "the market version \n",
      "british satellite reported that its move to deliver lower from the first section look by advertising new lower from the new fines of the company 's outside to listing of over rumored attacks \n",
      "fraud bond debentures through payable data has been running throughout the <unk> of \n",
      "\n",
      "Step 6321 | Loss 2.155\n",
      "Step 6322 | Loss 2.122\n",
      "Step 6323 | Loss 2.118\n",
      "Step 6324 | Loss 2.142\n",
      "Step 6325 | Loss 2.147\n",
      "Step 6326 | Loss 2.132\n",
      "Step 6327 | Loss 2.139\n",
      "Step 6328 | Loss 2.137\n",
      "Step 6329 | Loss 2.139\n",
      "Step 6330 | Loss 2.102\n",
      "\n",
      "the researchers \n",
      "since jaguar posted by n million shares down n shares \n",
      "earlier indicated & financing was chemical fell a vice <unk> who operating <unk> \n",
      "we 'll except a <unk> chunk that the company <unk> <unk> \n",
      "competition this year debt when the w. companies also could join \n",
      "\n",
      "Step 6331 | Loss 2.130\n",
      "Step 6332 | Loss 2.103\n",
      "Step 6333 | Loss 2.101\n",
      "Step 6334 | Loss 2.138\n",
      "Step 6335 | Loss 2.101\n",
      "Step 6336 | Loss 2.115\n",
      "Step 6337 | Loss 2.085\n",
      "Step 6338 | Loss 2.055\n",
      "Step 6339 | Loss 2.062\n",
      "Step 6340 | Loss 2.041\n",
      "\n",
      "the epa institute of the max <unk> institute institute show \n",
      "the <unk> of the first <unk> holding company is considered the 300-day price institute on this year \n",
      "though the company has been to lead more than capital bank a share \n",
      "which defensive profit rose with n n million \n",
      "\n",
      "Step 6341 | Loss 2.070\n",
      "Step 6342 | Loss 2.044\n",
      "Step 6343 | Loss 2.058\n",
      "Step 6344 | Loss 2.091\n",
      "Step 6345 | Loss 2.037\n",
      "Step 6346 | Loss 2.064\n",
      "Step 6347 | Loss 2.061\n",
      "Step 6348 | Loss 2.077\n",
      "Step 6349 | Loss 2.082\n",
      "Step 6350 | Loss 2.078\n",
      "\n",
      "the bank labor company is n't <unk> a carpet in <unk> \n",
      "courtaulds 's first shareholders \n",
      "small <unk> the public index in <unk> driving on personal days which thomas waited the massive german loan geneva to be <unk> \n",
      "the spinoff is <unk> the <unk> will say our mountain-bike while \n",
      "\n",
      "Step 6351 | Loss 2.071\n",
      "Step 6352 | Loss 2.093\n",
      "Step 6353 | Loss 2.056\n",
      "Step 6354 | Loss 2.063\n",
      "Step 6355 | Loss 2.089\n",
      "Step 6356 | Loss 2.043\n",
      "Step 6357 | Loss 2.052\n",
      "Step 6358 | Loss 2.041\n",
      "Step 6359 | Loss 2.048\n",
      "Step 6360 | Loss 2.059\n",
      "\n",
      "the entities agreement held between <unk> w. sales wealthy as both northern at an undisclosed at n \n",
      "u.s. they said it is courtaulds as its nec business barclays and facts to <unk> a company from <unk> r. <unk> japan to environmental 's efforts \n",
      "every bankers also could be cover \n",
      "\n",
      "Step 6361 | Loss 2.029\n",
      "Step 6362 | Loss 2.024\n",
      "Step 6363 | Loss 2.021\n",
      "Step 6364 | Loss 2.018\n",
      "Step 6365 | Loss 2.039\n",
      "Step 6366 | Loss 2.025\n",
      "Step 6367 | Loss 2.028\n",
      "Step 6368 | Loss 2.016\n",
      "Step 6369 | Loss 1.976\n",
      "Step 6370 | Loss 1.976\n",
      "\n",
      "the city 's drive creative <unk> in n \n",
      "about <unk> 's <unk> acceptable corp. of <unk> personal holding <unk> executive which building in frankfurt and has sold a <unk> in the auto <unk> senior sales that the company 's companion with annual companies \n",
      "british satellite which appears in the \n",
      "\n",
      "Step 6371 | Loss 2.032\n",
      "Step 6372 | Loss 1.988\n",
      "Step 6373 | Loss 2.002\n",
      "Step 6374 | Loss 1.986\n",
      "Step 6375 | Loss 1.991\n",
      "Step 6376 | Loss 1.977\n",
      "Step 6377 | Loss 1.983\n",
      "Step 6378 | Loss 1.963\n",
      "Step 6379 | Loss 1.987\n",
      "Step 6380 | Loss 2.003\n",
      "\n",
      "the company 's plans bond was <unk> ahead in a company \n",
      "\n",
      "one u.s. banks in this time an the position of the exception of mr. sinyard 's build to <unk> to <unk> a <unk> from <unk> \n",
      "a midsized both typically in corporate and financing is growing bikes will \n",
      "\n",
      "Step 6381 | Loss 2.010\n",
      "Step 6382 | Loss 1.993\n",
      "Step 6383 | Loss 1.984\n",
      "Step 6384 | Loss 1.970\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 6385 | Loss 1.970\n",
      "Step 6386 | Loss 1.963\n",
      "Step 6387 | Loss 1.925\n",
      "Step 6388 | Loss 1.942\n",
      "Step 6389 | Loss 1.930\n",
      "Step 6390 | Loss 1.943\n",
      "\n",
      "the enjoys of the securities \n",
      "for drexel companies expect at the money of <unk> and sales because the dollar for <unk> ozone plc in both germany day the biggest company said he will be <unk> \n",
      "the companies will be spent by each wall would be reduced to with midnight \n",
      "\n",
      "Step 6391 | Loss 1.923\n",
      "Step 6392 | Loss 1.955\n",
      "Step 6393 | Loss 1.957\n",
      "Step 6394 | Loss 1.946\n",
      "Step 6395 | Loss 1.944\n",
      "Step 6396 | Loss 1.937\n",
      "Step 6397 | Loss 1.965\n",
      "Step 6398 | Loss 1.925\n",
      "Step 6399 | Loss 1.947\n",
      "Step 6400 | Loss 1.927\n",
      "\n",
      "the loans toward new highs of stocks ' underwriting activities the company 's grow in a variety of corporate asset-backed asset-backed and municipal securities fight week \n",
      "the amount of choice securities a restructuring government and defend <unk> was <unk> \n",
      "in the financing consecutive $ n million junk said a \n",
      "\n",
      "Step 6401 | Loss 1.936\n",
      "Step 6402 | Loss 1.933\n",
      "Step 6403 | Loss 1.960\n",
      "Step 6404 | Loss 1.944\n",
      "Step 6405 | Loss 1.935\n",
      "Step 6406 | Loss 1.948\n",
      "Step 6407 | Loss 1.946\n",
      "Step 6408 | Loss 1.980\n",
      "Step 6409 | Loss 1.991\n",
      "Step 6410 | Loss 1.980\n",
      "\n",
      "the city index \n",
      "the offsetting was are on registered the new said lawrence likely to be listed by the u.k. and japan is growing \n",
      "the exchange of the contract on the issue was pretty in the price of n n in the demand \n",
      "the gold company had sales \n",
      "\n",
      "Step 6411 | Loss 1.962\n",
      "Step 6412 | Loss 1.986\n",
      "Step 6413 | Loss 1.983\n",
      "Step 6414 | Loss 1.982\n",
      "Step 6415 | Loss 1.973\n",
      "Step 6416 | Loss 2.003\n",
      "Step 6417 | Loss 1.997\n",
      "Step 6418 | Loss 1.978\n",
      "Step 6419 | Loss 1.984\n",
      "Step 6420 | Loss 1.976\n",
      "\n",
      "the release \n",
      "the partner index <unk> n to n after tokyu stocks rose n higher or n billion issues \n",
      "the second section volume of n n to yield n n while the n n n notes <unk> n n in n n \n",
      "mortgage-backed securities rose friday at n \n",
      "\n",
      "Step 6421 | Loss 2.000\n",
      "Step 6422 | Loss 1.971\n",
      "Step 6423 | Loss 1.983\n",
      "Step 6424 | Loss 1.986\n",
      "Step 6425 | Loss 1.999\n",
      "Step 6426 | Loss 2.018\n",
      "Step 6427 | Loss 1.993\n",
      "Step 6428 | Loss 1.981\n",
      "Step 6429 | Loss 2.003\n",
      "Step 6430 | Loss 1.980\n",
      "\n",
      "the decline include malaysia businesses have been <unk> for sometimes and investors and not the name of our n and eliminate a piece of corporate securities \n",
      "new-home steel also mean sales fell the market is due in \n",
      "at this official treasury spinoff to have to comparable each long-term industry \n",
      "\n",
      "Step 6431 | Loss 2.005\n",
      "Step 6432 | Loss 1.997\n",
      "Step 6433 | Loss 2.003\n",
      "Step 6434 | Loss 1.986\n",
      "Step 6435 | Loss 2.001\n",
      "Step 6436 | Loss 2.012\n",
      "Step 6437 | Loss 1.991\n",
      "Step 6438 | Loss 1.971\n",
      "Step 6439 | Loss 2.014\n",
      "Step 6440 | Loss 2.037\n",
      "\n",
      "the senior secured wage \n",
      "during the difference between two meetings are expires to grow funds rather than these benefit activities back surfaced \n",
      "the move she <unk> to purchase may continue to bring higher 's cost capacity is <unk> by allowing company plc \n",
      "the company has maturing any of \n",
      "\n",
      "Step 6441 | Loss 2.021\n",
      "Step 6442 | Loss 2.027\n",
      "Step 6443 | Loss 2.017\n",
      "Step 6444 | Loss 2.025\n",
      "Step 6445 | Loss 2.002\n",
      "Step 6446 | Loss 2.044\n",
      "Step 6447 | Loss 2.017\n",
      "Step 6448 | Loss 2.031\n",
      "Step 6449 | Loss 2.012\n",
      "Step 6450 | Loss 2.050\n",
      "\n",
      "the sale of the food industry index \n",
      "continued at n n in its yield n n \n",
      "most rate the tokyo investment index rose n to n \n",
      "tokyu also bonds fell n points on the tokyo sale of the food company offered about $ n million in a year \n",
      "\n",
      "Step 6451 | Loss 2.027\n",
      "Step 6452 | Loss 2.056\n",
      "Step 6453 | Loss 2.049\n",
      "Step 6454 | Loss 2.071\n",
      "Step 6455 | Loss 2.030\n",
      "Step 6456 | Loss 2.047\n",
      "Step 6457 | Loss 2.073\n",
      "Step 6458 | Loss 2.057\n",
      "Step 6459 | Loss 2.056\n",
      "Step 6460 | Loss 2.055\n",
      "\n",
      "the institutional official to be chairman <unk> of dunkin and are <unk> and <unk> if the pack of the business frame \n",
      "the aftershocks <unk> inc. of its accumulation c. efforts to spin today in the day which was petroleum <unk> and president in biotechnology interested who began <unk> who operating \n",
      "\n",
      "Step 6461 | Loss 2.060\n",
      "Step 6462 | Loss 2.055\n",
      "Step 6463 | Loss 2.055\n",
      "Step 6464 | Loss 2.064\n",
      "Step 6465 | Loss 2.032\n",
      "Step 6466 | Loss 2.095\n",
      "Step 6467 | Loss 2.080\n",
      "Step 6468 | Loss 2.031\n",
      "Step 6469 | Loss 2.045\n",
      "Step 6470 | Loss 2.067\n",
      "\n",
      "the business sale <unk> up peat prices \n",
      "western union 's posted courtaulds no. n pounds boosted n years to about the bank n \n",
      "freddie securities issues ended n n though the second quarter at n n compared \n",
      "freddie mac 's n restructuring issue \n",
      "deputy last year on \n",
      "\n",
      "Step 6471 | Loss 2.083\n",
      "Step 6472 | Loss 2.057\n",
      "Step 6473 | Loss 2.056\n",
      "Step 6474 | Loss 2.062\n",
      "Step 6475 | Loss 2.059\n",
      "Step 6476 | Loss 2.059\n",
      "Step 6477 | Loss 2.064\n",
      "Step 6478 | Loss 2.066\n",
      "Step 6479 | Loss 2.073\n",
      "Step 6480 | Loss 2.107\n",
      "\n",
      "the recession will be able by a year \n",
      "the police said by a <unk> of n \n",
      "the senior japanese rates that domestic <unk> prices would n't <unk> the new structure u.k. which would be reduced within former company under their opposition ceiling \n",
      "the agreement is for the first \n",
      "\n",
      "Step 6481 | Loss 2.080\n",
      "Step 6482 | Loss 2.092\n",
      "Step 6483 | Loss 2.094\n",
      "Step 6484 | Loss 2.096\n",
      "Step 6485 | Loss 2.102\n",
      "Step 6486 | Loss 2.120\n",
      "Step 6487 | Loss 2.108\n",
      "Step 6488 | Loss 2.122\n",
      "Step 6489 | Loss 2.116\n",
      "Step 6490 | Loss 2.090\n",
      "\n",
      "the company sold ended from its pricing in u.s. west germany said it is also quite quarter the treasury 's properties by n n to n about n million common bonds from the year \n",
      "energy bills said the moves could be price on # n million of a union diluted \n",
      "\n",
      "Step 6491 | Loss 2.122\n",
      "Step 6492 | Loss 2.129\n",
      "Step 6493 | Loss 2.108\n",
      "Step 6494 | Loss 2.127\n",
      "Step 6495 | Loss 2.106\n",
      "Step 6496 | Loss 2.117\n",
      "Step 6497 | Loss 2.113\n",
      "Step 6498 | Loss 2.154\n",
      "Step 6499 | Loss 2.139\n",
      "Step 6500 | Loss 2.148\n",
      "\n",
      "the contract 's health and political <unk> \n",
      "in the new-issue index first treasury shares which value in <unk> texas in venture industries but had a little of about $ n million \n",
      "courtaulds said the sale of october which will be <unk> listed hearing in years said the market with \n",
      "\n",
      "Step 6501 | Loss 2.117\n",
      "Step 6502 | Loss 2.149\n",
      "Step 6503 | Loss 2.120\n",
      "Step 6504 | Loss 2.121\n",
      "Step 6505 | Loss 2.153\n",
      "Step 6506 | Loss 2.151\n",
      "Step 6507 | Loss 2.159\n",
      "Step 6508 | Loss 2.142\n",
      "Step 6509 | Loss 2.134\n",
      "Step 6510 | Loss 2.146\n",
      "\n",
      "the banking concern chairman could create customers to try of collateral as obtained into on a rights of on taxable savings a net loss $ n billion amount to be <unk> to less lower five widens \n",
      "in blue courtaulds have most their signed to boost from turning such <unk> gains \n",
      "\n",
      "Step 6511 | Loss 2.118\n",
      "Step 6512 | Loss 2.124\n",
      "Step 6513 | Loss 2.117\n",
      "Step 6514 | Loss 2.136\n",
      "Step 6515 | Loss 2.132\n",
      "Step 6516 | Loss 2.156\n",
      "Step 6517 | Loss 2.142\n",
      "Step 6518 | Loss 2.150\n",
      "Step 6519 | Loss 2.128\n",
      "Step 6520 | Loss 2.148\n",
      "\n",
      "the first active of each zurich first new york technologies space marketing <unk> the market 's principal official \n",
      "the <unk> to negotiate sentiment the senate interest \n",
      "the year courtaulds said the firm will remain the representatives here says \n",
      "it was n't under the fact \n",
      "the downturn is \n",
      "\n",
      "Step 6521 | Loss 2.122\n",
      "Step 6522 | Loss 2.124\n",
      "Step 6523 | Loss 2.152\n",
      "Step 6524 | Loss 2.150\n",
      "Step 6525 | Loss 2.128\n",
      "Step 6526 | Loss 2.127\n",
      "Step 6527 | Loss 2.114\n",
      "Step 6528 | Loss 2.139\n",
      "Step 6529 | Loss 2.159\n",
      "Step 6530 | Loss 2.155\n",
      "\n",
      "the three-month union in space called the company moves to lift the tentative of business and service that world-wide flow \n",
      "we are obtained by the difference of restructuring and <unk> \n",
      "he said the change in shares is an quoted for the price on only bills including n n share \n",
      "\n",
      "Step 6531 | Loss 2.137\n",
      "Step 6532 | Loss 2.143\n",
      "Step 6533 | Loss 2.134\n",
      "Step 6534 | Loss 2.131\n",
      "Step 6535 | Loss 2.137\n",
      "Step 6536 | Loss 2.105\n",
      "Step 6537 | Loss 2.124\n",
      "Step 6538 | Loss 2.146\n",
      "Step 6539 | Loss 2.108\n",
      "Step 6540 | Loss 2.133\n",
      "\n",
      "the investor are on n development when <unk> buying the ton september return \n",
      "in a statement the guests that used to both companies 's product business <unk> <unk> \n",
      "oct. n n of its sales <unk> at <unk> securities deere to reach more more help <unk> from real-estate units \n",
      "\n",
      "\n",
      "Step 6541 | Loss 2.125\n",
      "Step 6542 | Loss 2.124\n",
      "Step 6543 | Loss 2.118\n",
      "Step 6544 | Loss 2.122\n",
      "Step 6545 | Loss 2.121\n",
      "Step 6546 | Loss 2.149\n",
      "Step 6547 | Loss 2.129\n",
      "Step 6548 | Loss 2.129\n",
      "Step 6549 | Loss 2.126\n",
      "Step 6550 | Loss 2.128\n",
      "\n",
      "the economy 's big quarterly of <unk> airport developed that has mca which requires robert a. narrowing and spokeswoman in the joint venture has valued \n",
      "they they been visited to do n't do it 's technology says \n",
      "the remarks is the export for the rest labor question is expected \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step 6551 | Loss 2.134\n",
      "Step 6552 | Loss 2.169\n",
      "Step 6553 | Loss 2.131\n",
      "Step 6554 | Loss 2.119\n",
      "Step 6555 | Loss 2.115\n",
      "Step 6556 | Loss 2.119\n",
      "Step 6557 | Loss 2.126\n",
      "Step 6558 | Loss 2.093\n",
      "Step 6559 | Loss 2.111\n",
      "Step 6560 | Loss 2.111\n",
      "\n",
      "the week is <unk> trends \n",
      "rather 's arrangement plans friday in top seven japanese union because during the market 's interest in the federal market and has the <unk> <unk> in making with not 's <unk> <unk> \n",
      "mr. <unk> has keep his <unk> a group said \n",
      "that 's \n",
      "\n",
      "Step 6561 | Loss 2.078\n",
      "Step 6562 | Loss 2.129\n",
      "Step 6563 | Loss 2.092\n",
      "Step 6564 | Loss 2.106\n",
      "Step 6565 | Loss 2.109\n",
      "Step 6566 | Loss 2.110\n",
      "Step 6567 | Loss 2.115\n",
      "Step 6568 | Loss 2.141\n",
      "Step 6569 | Loss 2.094\n",
      "Step 6570 | Loss 2.121\n",
      "\n",
      "the venture said \n",
      "market 's bush announced is expected to worry yesterday in a settlement \n",
      "in japan in the past sale six warrants municipal services or <unk> \n",
      "here have been expected by industry to purchase <unk> stopped by a bid for three years ago \n",
      "such more lead \n",
      "\n",
      "Step 6571 | Loss 2.105\n",
      "Step 6572 | Loss 2.136\n",
      "Step 6573 | Loss 2.136\n",
      "Step 6574 | Loss 2.157\n",
      "Step 6575 | Loss 2.116\n",
      "Step 6576 | Loss 2.168\n",
      "Step 6577 | Loss 2.121\n",
      "Step 6578 | Loss 2.143\n",
      "Step 6579 | Loss 2.098\n",
      "Step 6580 | Loss 2.139\n",
      "\n",
      "the unit has down n \n",
      "immediately issues \n",
      "a chicago-based equity market has <unk> i worked with a probable of n n million high-yield president for the year 's company \n",
      "so many announced an agreement between the ministry and institutions of passive more <unk> a key 'd but slightly \n",
      "\n",
      "Step 6581 | Loss 2.110\n",
      "Step 6582 | Loss 2.133\n",
      "Step 6583 | Loss 2.130\n",
      "Step 6584 | Loss 2.113\n",
      "Step 6585 | Loss 2.119\n",
      "Step 6586 | Loss 2.117\n",
      "Step 6587 | Loss 2.128\n",
      "Step 6588 | Loss 2.143\n",
      "Step 6589 | Loss 2.143\n",
      "Step 6590 | Loss 2.151\n",
      "\n",
      "the san francisco sale of <unk> mission <unk> <unk> <unk> \n",
      "in n and the transaction of diagnostic <unk> in n and had n up cash came in japan for $ n a share \n",
      "but michael treasurys said they high a $ n revolving soon on his target \n",
      "it \n",
      "\n",
      "Step 6591 | Loss 2.112\n",
      "Step 6592 | Loss 2.149\n",
      "Step 6593 | Loss 2.135\n",
      "Step 6594 | Loss 2.121\n",
      "Step 6595 | Loss 2.114\n",
      "Step 6596 | Loss 2.158\n",
      "Step 6597 | Loss 2.125\n",
      "Step 6598 | Loss 2.140\n",
      "Step 6599 | Loss 2.127\n",
      "Step 6600 | Loss 2.128\n",
      "\n",
      "the soviet union serious <unk> <unk> the sale said last year that they jack a modest people \n",
      "but the official measure making the <unk> and <unk> sales in a <unk> of n mortgages machine in san francisco technology largely it <unk> a building <unk> in the field on new york \n",
      "\n",
      "Step 6601 | Loss 2.157\n"
     ]
    }
   ],
   "source": [
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())\n",
    "while True:\n",
    "    try:\n",
    "        _, step, loss = sess.run([train_ops['train'],\n",
    "                                  train_ops['global_step'],\n",
    "                                  train_ops['loss']])\n",
    "    except tf.errors.OutOfRangeError:\n",
    "        break\n",
    "    else:\n",
    "        print(\"Step %d | Loss %.3f\" % (step, loss))\n",
    "        if step % params['gen_step'] == 0 and step > 1:\n",
    "            print('\\n'+generate(sess, infe_ph, infe_ops)+'\\n')"
   ]
  }
 ],
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